{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6455b906",
   "metadata": {},
   "source": [
    "## 导入所需的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "38a3e5db",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-27T07:45:16.769690Z",
     "start_time": "2021-08-27T07:45:16.377843Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mcommit 89611b6d10d4492cde5b6f390d2c4077977b66f1\u001b[m\u001b[33m (\u001b[m\u001b[1;36mHEAD -> \u001b[m\u001b[1;32mmaster\u001b[m\u001b[33m, \u001b[m\u001b[1;31morigin/master\u001b[m\u001b[33m, \u001b[m\u001b[1;31morigin/HEAD\u001b[m\u001b[33m)\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 27 15:52:55 2021 +0800\r\n",
      "\r\n",
      "    xgb打印轮次设置为100\r\n",
      "\r\n",
      "\u001b[33mcommit 984d81a49150edd80d177137ceb748591db1a04d\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 27 15:42:14 2021 +0800\r\n",
      "\r\n",
      "    回归模型调参,修改验证集切分方式.\r\n",
      "\r\n",
      "\u001b[33mcommit 7fb12ebf09d04b0a617896ab1a63474fc8bb55a5\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 27 15:09:13 2021 +0800\r\n",
      "\r\n",
      "    优化特征类型识别.\r\n",
      "\r\n",
      "\u001b[33mcommit 39f94e1e4cd82c6d148556d80bb47146bfc8d539\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 27 14:58:53 2021 +0800\r\n",
      "\r\n",
      "    优化特征类型识别.\r\n",
      "\r\n",
      "\u001b[33mcommit 9f78099656c32f335a9134ea6358f131891699f0\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 26 17:02:52 2021 +0800\r\n",
      "\r\n",
      "    modify readme.\r\n",
      "\r\n",
      "\u001b[33mcommit 656c91218b289fe61cf21855e16b6895acec2c78\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 24 15:21:30 2021 +0800\r\n",
      "\r\n",
      "    优化readme,增加zhidemai比赛上分点总结\r\n",
      "\r\n",
      "\u001b[33mcommit 0aa3748f2a06d3639f6afeb94e33bca7d0bdeea8\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 20 14:33:54 2021 +0800\r\n",
      "\r\n",
      "    modify README.md\r\n",
      "\r\n",
      "\u001b[33mcommit 0cfd6d5cf86fee9b1a02b79a94ffd97c0b8a166a\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 19 20:14:02 2021 +0800\r\n",
      "\r\n",
      "    setup安装包增加tabnet.\r\n",
      "\r\n",
      "\u001b[33mcommit 84af1a14acd1e121bfcae1afde06f00b80df614d\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Wed Aug 18 11:52:08 2021 +0800\r\n",
      "\r\n",
      "    debug: tabnet的调参参数配置\r\n",
      "\r\n",
      "\u001b[33mcommit d185a546260127b5faffab105d3a2c0eaafb69bc\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 21:19:57 2021 +0800\r\n",
      "\r\n",
      "    tabnet, reshape y\r\n",
      "\r\n",
      "\u001b[33mcommit 388c00372b8f4af10bed4212ccc1bdf6e3f54275\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 21:01:59 2021 +0800\r\n",
      "\r\n",
      "    debug, tabnet.\r\n",
      "\r\n",
      "\u001b[33mcommit 18bc69af5802750f5ec23312e7ab649ddc25cfa8\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 20:25:31 2021 +0800\r\n",
      "\r\n",
      "    tabnet: 缺失值用中位数填充.\r\n",
      "\r\n",
      "\u001b[33mcommit 5a88c0ff98338dddb8d1406eb1bfd0d2a72f2121\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 19:37:39 2021 +0800\r\n",
      "\r\n",
      "    优化tabnet\r\n",
      "\r\n",
      "\u001b[33mcommit 1e07509db81c4c6e3222ae6697ef5c119a2eef31\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 16:08:43 2021 +0800\r\n",
      "\r\n",
      "    bagging中增加tabnet模型\r\n",
      "\r\n",
      "\u001b[33mcommit fbed7f9fb73e4a9ac143398902fd042a6fa54247\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 16:05:36 2021 +0800\r\n",
      "\r\n",
      "    tabnet regressor\r\n",
      "\r\n",
      "\u001b[33mcommit 8e89749c53b5ebddc86cb9b8ace762f7b3854841\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 15:21:32 2021 +0800\r\n",
      "\r\n",
      "    debug模式下缩短调参时间。\r\n",
      "\r\n",
      "\u001b[33mcommit 9c70574e38194766cbecca0822b2cdd48867144b\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 15:13:04 2021 +0800\r\n",
      "\r\n",
      "    debug模型打印日志.\r\n",
      "\r\n",
      "\u001b[33mcommit 7b18599f132699f056470761701968931da3f7a9\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Tue Aug 17 15:04:15 2021 +0800\r\n",
      "\r\n",
      "    增加debug模式，方便快速调试.\r\n",
      "\r\n",
      "\u001b[33mcommit d2d332b0bb5432e0ef49df01455c81a2644e7271\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 16 08:00:11 2021 +0800\r\n",
      "\r\n",
      "    auto_label_encoder,设置silence_cols\r\n",
      "\r\n",
      "\u001b[33mcommit 1b8ced5337d1826ff6dadec235c8cc5a00cb4e89\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Sun Aug 15 08:42:35 2021 +0800\r\n",
      "\r\n",
      "    内存优化.\r\n",
      "\r\n",
      "\u001b[33mcommit fab33ba59407c96ac146c4ad6865a32f06b8fa34\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Wed Aug 11 10:53:16 2021 +0800\r\n",
      "\r\n",
      "    增加二分类模型.\r\n",
      "\r\n",
      "\u001b[33mcommit 373c58eb950fbc364581d75b493ecaa1735079ed\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 9 15:28:00 2021 +0800\r\n",
      "\r\n",
      "    识别任务类型\r\n",
      "\r\n",
      "\u001b[33mcommit 44755fa33a1a6f59239786ab80de9d521c72b68c\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 6 16:19:49 2021 +0800\r\n",
      "\r\n",
      "    lgb, Verbose = 100\r\n",
      "\r\n",
      "\u001b[33mcommit e18d2dd86b63d4e253b3ad67017aeb82546cead3\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 6 13:21:03 2021 +0800\r\n",
      "\r\n",
      "    优化CrossXgbRegression.\r\n",
      "\r\n",
      "\u001b[33mcommit 6264775e9faec6d832cdb59819bca6534ced7401\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 6 11:41:03 2021 +0800\r\n",
      "\r\n",
      "    优化CrossXgbRegression: X进行StandardScaler, debug.\r\n",
      "\r\n",
      "\u001b[33mcommit 53135e94a4a0a0b079bf83df3db8e687e5ce0dc5\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 6 11:20:31 2021 +0800\r\n",
      "\r\n",
      "    优化CrossXgbRegression: X进行StandardScaler\r\n",
      "\r\n",
      "\u001b[33mcommit f0ac9242246a87dcee3e660c971cc33c5246f0bb\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Fri Aug 6 10:38:23 2021 +0800\r\n",
      "\r\n",
      "    优化CrossXgbRegression\r\n",
      "\r\n",
      "\u001b[33mcommit 75156d600497bb0910a8026aa87b2e7dc964ba79\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 22:34:31 2021 +0800\r\n",
      "\r\n",
      "    xgb model: tree_method='gpu_hist'\r\n",
      "\r\n",
      "\u001b[33mcommit afb229aa554f632badee1a171c28c991968eb331\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 20:58:11 2021 +0800\r\n",
      "\r\n",
      "    模型部分使用xgb和lgb融合\r\n",
      "\r\n",
      "\u001b[33mcommit 338ee3069d797cc10fe6d0f8a38afdc308cfdc71\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 20:29:23 2021 +0800\r\n",
      "\r\n",
      "    del temp.py\r\n",
      "\r\n",
      "\u001b[33mcommit c0dbe0887b53f7e8f02a6a3e9bcde803059ae973\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 19:53:05 2021 +0800\r\n",
      "\r\n",
      "    debug: X.iloc\r\n",
      "\r\n",
      "\u001b[33mcommit 2b806aedc6a2086268b1dadac4111ef1b1b1d83b\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 19:23:17 2021 +0800\r\n",
      "\r\n",
      "    debug: xgb regressor\r\n",
      "\r\n",
      "\u001b[33mcommit 5afbd56bdfb29e33d52d908a03c85508ad4e3d08\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 17:13:38 2021 +0800\r\n",
      "\r\n",
      "    xgboost不使用gpu_hist\r\n",
      "\r\n",
      "\u001b[33mcommit 1c56af83e7f90ec4fcc594fd87dcd0f6b9abaf8c\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 17:10:11 2021 +0800\r\n",
      "\r\n",
      "    xgboost不使用gpu\r\n",
      "\r\n",
      "\u001b[33mcommit b25c37c96115d5845841df1781eabbf4345af621\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 16:55:16 2021 +0800\r\n",
      "\r\n",
      "    增加xgb模型.\r\n",
      "\r\n",
      "\u001b[33mcommit 9af12e41e9a0a3295e63a0fe17988261e63050ee\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Aug 5 11:02:14 2021 +0800\r\n",
      "\r\n",
      "    get_submit, 优化模型训练部分\r\n",
      "\r\n",
      "\u001b[33mcommit d127c4e4a9b17f0244ec14af11482db60c261d21\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Wed Aug 4 16:29:34 2021 +0800\r\n",
      "\r\n",
      "    debug: log输出.\r\n",
      "\r\n",
      "\u001b[33mcommit 3178f49c0ae81f5d9ba084d5dad1563804f457a4\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Wed Aug 4 15:24:57 2021 +0800\r\n",
      "\r\n",
      "    增加模型调参功能.\r\n",
      "\r\n",
      "\u001b[33mcommit eb97b2420853e8e0fddd55343c6029ee6da8b4b3\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Wed Aug 4 15:02:27 2021 +0800\r\n",
      "\r\n",
      "    debug: concat_train_test操作在自动特征类型识别之后.\r\n",
      "\r\n",
      "\u001b[33mcommit 3452d8831ebe8d33f717ad16452109680aa8ef1f\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 2 20:00:16 2021 +0800\r\n",
      "\r\n",
      "    调整target encoding的阈值.\r\n",
      "\r\n",
      "\u001b[33mcommit 0d66de573edd6485725d603620c1344bf41e6222\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 2 19:48:30 2021 +0800\r\n",
      "\r\n",
      "    debug:del_targetencoding_cols去重.\r\n",
      "\r\n",
      "\u001b[33mcommit dc4df8ef3a70a0532578ee6e043223e1f219b60d\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 2 19:45:35 2021 +0800\r\n",
      "\r\n",
      "    debug: del_targetencoding_cols去重.\r\n",
      "\r\n",
      "\u001b[33mcommit 4ecb985b6d6b46145743338c2ed3bd28e3f7977f\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 2 19:34:08 2021 +0800\r\n",
      "\r\n",
      "    debug.\r\n",
      "\r\n",
      "\u001b[33mcommit a156ca854d341072d23df29623f82c819e5c5b81\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Aug 2 19:31:32 2021 +0800\r\n",
      "\r\n",
      "    target encoding特征筛选：test做了target encoding之后，有值的部分要大于90%\r\n",
      "\r\n",
      "\u001b[33mcommit ba93d457a017bb65bf3dc8d4676cea232a48c88c\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Jul 26 17:36:55 2021 +0800\r\n",
      "\r\n",
      "    内存优化, 优化log.\r\n",
      "\r\n",
      "\u001b[33mcommit 5cda17ae252012184192ba10ba941b7eabd1946d\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Jul 26 17:31:49 2021 +0800\r\n",
      "\r\n",
      "    内存优化.\r\n",
      "\r\n",
      "\u001b[33mcommit 0714e370615f919b92995b96eeea79dc475f1064\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Jul 26 14:52:50 2021 +0800\r\n",
      "\r\n",
      "    target encoding feature: 默认使用统计信息进行特征筛选\r\n",
      "\r\n",
      "\u001b[33mcommit cb928b678996a700a8e2c37ae725d5baab573558\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Jul 26 14:45:42 2021 +0800\r\n",
      "\r\n",
      "    target encoding feature: 优化统计信息筛选阈值\r\n",
      "\r\n",
      "\u001b[33mcommit e2a3e989e4b8b911663d871decfdcff05c818f45\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Mon Jul 26 14:39:50 2021 +0800\r\n",
      "\r\n",
      "    debug target encoding feature.\r\n",
      "\r\n",
      "\u001b[33mcommit 855c6c962ac0e9a716c9bc35441fee35bb89bf65\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Sat Jul 24 10:25:33 2021 +0800\r\n",
      "\r\n",
      "    add license file\r\n",
      "\r\n",
      "\u001b[33mcommit b5297ac2334e9b6d008d0e2d1c7a7e6b7dd61b78\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Jul 22 15:20:24 2021 +0800\r\n",
      "\r\n",
      "    modify README.md;\r\n",
      "    增加zhidemai_automl.ipynb.\r\n",
      "\r\n",
      "\u001b[33mcommit 8fb15db690010c060a11e3d28d5a9fdaa268113a\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Jul 22 14:36:09 2021 +0800\r\n",
      "\r\n",
      "    del sub files.\r\n",
      "\r\n",
      "\u001b[33mcommit 74ef3c0664934bb0033c178e50df9fee0986df55\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Jul 22 14:29:32 2021 +0800\r\n",
      "\r\n",
      "    first commit\r\n",
      "\r\n",
      "\u001b[33mcommit 4d75036cbf5db2927ba3233a9cdda4a32c022d85\u001b[m\r\n",
      "Author: poteman <946691288@qq.com>\r\n",
      "Date:   Thu Jul 22 14:26:45 2021 +0800\r\n",
      "\r\n",
      "    first commit\r\n"
     ]
    }
   ],
   "source": [
    "!git log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9185f791",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-27T07:45:22.242101Z",
     "start_time": "2021-08-27T07:45:19.584920Z"
    }
   },
   "outputs": [],
   "source": [
    "from autox import AutoX\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa24e429",
   "metadata": {},
   "source": [
    "## 配置数据信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cb67a86f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-27T07:45:23.795430Z",
     "start_time": "2021-08-27T07:45:23.791546Z"
    }
   },
   "outputs": [],
   "source": [
    "# 选择数据集\n",
    "data_name = 'kaggle_house_price'\n",
    "path = f'./data/{data_name}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b722824a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-27T07:45:32.034489Z",
     "start_time": "2021-08-27T07:45:31.502159Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   INFO ->  [+] read sample_submission.csv\n",
      "   INFO ->  Memory usage of dataframe is 0.02 MB\n",
      "   INFO ->  Memory usage after optimization is: 0.01 MB\n",
      "   INFO ->  Decreased by 62.2%\n",
      "   INFO ->  table = sample_submission.csv, shape = (1459, 2)\n",
      "   INFO ->  [+] read train.csv\n",
      "   INFO ->  Memory usage of dataframe is 0.90 MB\n",
      "   INFO ->  Memory usage after optimization is: 0.16 MB\n",
      "   INFO ->  Decreased by 81.7%\n",
      "   INFO ->  table = train.csv, shape = (1460, 81)\n",
      "   INFO ->  [+] read test.csv\n",
      "   INFO ->  Memory usage of dataframe is 0.89 MB\n",
      "   INFO ->  Memory usage after optimization is: 0.16 MB\n",
      "   INFO ->  Decreased by 81.7%\n",
      "   INFO ->  table = test.csv, shape = (1459, 80)\n"
     ]
    }
   ],
   "source": [
    "autox = AutoX(target = 'SalePrice', train_name = 'train.csv', test_name = 'test.csv', \n",
    "               id = ['Id'], path = path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc6898fc",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2021-08-27T07:54:22.368Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   INFO ->  start feature engineer\n",
      "   INFO ->  feature engineer: Stat\n",
      "100%|██████████| 43/43 [00:18<00:00,  2.29it/s]\n",
      "   INFO ->  featureStat ops: {'MSZoning': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Street': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Alley': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'LotShape': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'LandContour': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Utilities': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'LotConfig': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'LandSlope': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Neighborhood': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Condition1': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Condition2': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BldgType': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'HouseStyle': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'RoofStyle': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'RoofMatl': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Exterior1st': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Exterior2nd': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'MasVnrType': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'ExterQual': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'ExterCond': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Foundation': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BsmtQual': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BsmtCond': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BsmtExposure': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BsmtFinType1': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'BsmtFinType2': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Heating': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'HeatingQC': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'CentralAir': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Electrical': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'KitchenQual': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Functional': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'FireplaceQu': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'GarageType': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'GarageFinish': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'GarageQual': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'GarageCond': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'PavedDrive': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'PoolQC': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'Fence': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'MiscFeature': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique'], 'SaleCondition': ['nunique']}, 'SaleType': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleCondition': ['nunique']}, 'SaleCondition': {'MSSubClass': ['mean', 'min', 'max', 'mean', 'std'], 'MSZoning': ['nunique'], 'LotFrontage': ['mean', 'min', 'max', 'mean', 'std'], 'LotArea': ['mean', 'min', 'max', 'mean', 'std'], 'Street': ['nunique'], 'Alley': ['nunique'], 'LotShape': ['nunique'], 'LandContour': ['nunique'], 'Utilities': ['nunique'], 'LotConfig': ['nunique'], 'LandSlope': ['nunique'], 'Neighborhood': ['nunique'], 'Condition1': ['nunique'], 'Condition2': ['nunique'], 'BldgType': ['nunique'], 'HouseStyle': ['nunique'], 'OverallQual': ['mean', 'min', 'max', 'mean', 'std'], 'OverallCond': ['mean', 'min', 'max', 'mean', 'std'], 'YearBuilt': ['mean', 'min', 'max', 'mean', 'std'], 'YearRemodAdd': ['mean', 'min', 'max', 'mean', 'std'], 'RoofStyle': ['nunique'], 'RoofMatl': ['nunique'], 'Exterior1st': ['nunique'], 'Exterior2nd': ['nunique'], 'MasVnrType': ['nunique'], 'MasVnrArea': ['mean', 'min', 'max', 'mean', 'std'], 'ExterQual': ['nunique'], 'ExterCond': ['nunique'], 'Foundation': ['nunique'], 'BsmtQual': ['nunique'], 'BsmtCond': ['nunique'], 'BsmtExposure': ['nunique'], 'BsmtFinType1': ['nunique'], 'BsmtFinSF1': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFinType2': ['nunique'], 'BsmtFinSF2': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtUnfSF': ['mean', 'min', 'max', 'mean', 'std'], 'TotalBsmtSF': ['mean', 'min', 'max', 'mean', 'std'], 'Heating': ['nunique'], 'HeatingQC': ['nunique'], 'CentralAir': ['nunique'], 'Electrical': ['nunique'], '1stFlrSF': ['mean', 'min', 'max', 'mean', 'std'], '2ndFlrSF': ['mean', 'min', 'max', 'mean', 'std'], 'LowQualFinSF': ['mean', 'min', 'max', 'mean', 'std'], 'GrLivArea': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtFullBath': ['mean', 'min', 'max', 'mean', 'std'], 'BsmtHalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'FullBath': ['mean', 'min', 'max', 'mean', 'std'], 'HalfBath': ['mean', 'min', 'max', 'mean', 'std'], 'BedroomAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenAbvGr': ['mean', 'min', 'max', 'mean', 'std'], 'KitchenQual': ['nunique'], 'TotRmsAbvGrd': ['mean', 'min', 'max', 'mean', 'std'], 'Functional': ['nunique'], 'Fireplaces': ['mean', 'min', 'max', 'mean', 'std'], 'FireplaceQu': ['nunique'], 'GarageType': ['nunique'], 'GarageYrBlt': ['mean', 'min', 'max', 'mean', 'std'], 'GarageFinish': ['nunique'], 'GarageCars': ['mean', 'min', 'max', 'mean', 'std'], 'GarageArea': ['mean', 'min', 'max', 'mean', 'std'], 'GarageQual': ['nunique'], 'GarageCond': ['nunique'], 'PavedDrive': ['nunique'], 'WoodDeckSF': ['mean', 'min', 'max', 'mean', 'std'], 'OpenPorchSF': ['mean', 'min', 'max', 'mean', 'std'], 'EnclosedPorch': ['mean', 'min', 'max', 'mean', 'std'], '3SsnPorch': ['mean', 'min', 'max', 'mean', 'std'], 'ScreenPorch': ['mean', 'min', 'max', 'mean', 'std'], 'PoolArea': ['mean', 'min', 'max', 'mean', 'std'], 'PoolQC': ['nunique'], 'Fence': ['nunique'], 'MiscFeature': ['nunique'], 'MiscVal': ['mean', 'min', 'max', 'mean', 'std'], 'MoSold': ['mean', 'min', 'max', 'mean', 'std'], 'YrSold': ['mean', 'min', 'max', 'mean', 'std'], 'SaleType': ['nunique']}}\n",
      "   INFO ->  feature engineer: Count\n",
      "100%|██████████| 1849/1849 [04:56<00:00,  6.24it/s]\n",
      "   INFO ->  featureCount ops: [['MSZoning', 'Street'], ['MSZoning', 'Alley'], ['MSZoning', 'LotShape'], ['MSZoning', 'LandContour'], ['MSZoning', 'Utilities'], ['MSZoning', 'LotConfig'], ['MSZoning', 'LandSlope'], ['MSZoning', 'Neighborhood'], ['MSZoning', 'Condition1'], ['MSZoning', 'Condition2'], ['MSZoning', 'BldgType'], ['MSZoning', 'HouseStyle'], ['MSZoning', 'RoofStyle'], ['MSZoning', 'RoofMatl'], ['MSZoning', 'Exterior1st'], ['MSZoning', 'Exterior2nd'], ['MSZoning', 'MasVnrType'], ['MSZoning', 'ExterQual'], ['MSZoning', 'ExterCond'], ['MSZoning', 'Foundation'], ['MSZoning', 'BsmtQual'], ['MSZoning', 'BsmtCond'], ['MSZoning', 'BsmtExposure'], ['MSZoning', 'BsmtFinType1'], ['MSZoning', 'BsmtFinType2'], ['MSZoning', 'Heating'], ['MSZoning', 'HeatingQC'], ['MSZoning', 'CentralAir'], ['MSZoning', 'Electrical'], ['MSZoning', 'KitchenQual'], ['MSZoning', 'Functional'], ['MSZoning', 'FireplaceQu'], ['MSZoning', 'GarageType'], ['MSZoning', 'GarageFinish'], ['MSZoning', 'GarageQual'], ['MSZoning', 'GarageCond'], ['MSZoning', 'PavedDrive'], ['MSZoning', 'PoolQC'], ['MSZoning', 'Fence'], ['MSZoning', 'MiscFeature'], ['MSZoning', 'SaleType'], ['MSZoning', 'SaleCondition'], ['Street', 'MSZoning'], ['Street', 'Alley'], ['Street', 'LotShape'], ['Street', 'LandContour'], ['Street', 'Utilities'], ['Street', 'LotConfig'], ['Street', 'LandSlope'], ['Street', 'Neighborhood'], ['Street', 'Condition1'], ['Street', 'Condition2'], ['Street', 'BldgType'], ['Street', 'HouseStyle'], ['Street', 'RoofStyle'], ['Street', 'RoofMatl'], ['Street', 'Exterior1st'], ['Street', 'Exterior2nd'], ['Street', 'MasVnrType'], ['Street', 'ExterQual'], ['Street', 'ExterCond'], ['Street', 'Foundation'], ['Street', 'BsmtQual'], ['Street', 'BsmtCond'], ['Street', 'BsmtExposure'], ['Street', 'BsmtFinType1'], ['Street', 'BsmtFinType2'], ['Street', 'Heating'], ['Street', 'HeatingQC'], ['Street', 'CentralAir'], ['Street', 'Electrical'], ['Street', 'KitchenQual'], ['Street', 'Functional'], ['Street', 'FireplaceQu'], ['Street', 'GarageType'], ['Street', 'GarageFinish'], ['Street', 'GarageQual'], ['Street', 'GarageCond'], ['Street', 'PavedDrive'], ['Street', 'PoolQC'], ['Street', 'Fence'], ['Street', 'MiscFeature'], ['Street', 'SaleType'], ['Street', 'SaleCondition'], ['Alley', 'MSZoning'], ['Alley', 'Street'], ['Alley', 'LotShape'], ['Alley', 'LandContour'], ['Alley', 'Utilities'], ['Alley', 'LotConfig'], ['Alley', 'LandSlope'], ['Alley', 'Neighborhood'], ['Alley', 'Condition1'], ['Alley', 'Condition2'], ['Alley', 'BldgType'], ['Alley', 'HouseStyle'], ['Alley', 'RoofStyle'], ['Alley', 'RoofMatl'], ['Alley', 'Exterior1st'], ['Alley', 'Exterior2nd'], ['Alley', 'MasVnrType'], ['Alley', 'ExterQual'], ['Alley', 'ExterCond'], ['Alley', 'Foundation'], ['Alley', 'BsmtQual'], ['Alley', 'BsmtCond'], ['Alley', 'BsmtExposure'], ['Alley', 'BsmtFinType1'], ['Alley', 'BsmtFinType2'], ['Alley', 'Heating'], ['Alley', 'HeatingQC'], ['Alley', 'CentralAir'], ['Alley', 'Electrical'], ['Alley', 'KitchenQual'], ['Alley', 'Functional'], ['Alley', 'FireplaceQu'], ['Alley', 'GarageType'], ['Alley', 'GarageFinish'], ['Alley', 'GarageQual'], ['Alley', 'GarageCond'], ['Alley', 'PavedDrive'], ['Alley', 'PoolQC'], ['Alley', 'Fence'], ['Alley', 'MiscFeature'], ['Alley', 'SaleType'], ['Alley', 'SaleCondition'], ['LotShape', 'MSZoning'], ['LotShape', 'Street'], ['LotShape', 'Alley'], ['LotShape', 'LandContour'], ['LotShape', 'Utilities'], ['LotShape', 'LotConfig'], ['LotShape', 'LandSlope'], ['LotShape', 'Neighborhood'], ['LotShape', 'Condition1'], ['LotShape', 'Condition2'], ['LotShape', 'BldgType'], ['LotShape', 'HouseStyle'], ['LotShape', 'RoofStyle'], ['LotShape', 'RoofMatl'], ['LotShape', 'Exterior1st'], ['LotShape', 'Exterior2nd'], ['LotShape', 'MasVnrType'], ['LotShape', 'ExterQual'], ['LotShape', 'ExterCond'], ['LotShape', 'Foundation'], ['LotShape', 'BsmtQual'], ['LotShape', 'BsmtCond'], ['LotShape', 'BsmtExposure'], ['LotShape', 'BsmtFinType1'], ['LotShape', 'BsmtFinType2'], ['LotShape', 'Heating'], ['LotShape', 'HeatingQC'], ['LotShape', 'CentralAir'], ['LotShape', 'Electrical'], ['LotShape', 'KitchenQual'], ['LotShape', 'Functional'], ['LotShape', 'FireplaceQu'], ['LotShape', 'GarageType'], ['LotShape', 'GarageFinish'], ['LotShape', 'GarageQual'], ['LotShape', 'GarageCond'], ['LotShape', 'PavedDrive'], ['LotShape', 'PoolQC'], ['LotShape', 'Fence'], ['LotShape', 'MiscFeature'], ['LotShape', 'SaleType'], ['LotShape', 'SaleCondition'], ['LandContour', 'MSZoning'], ['LandContour', 'Street'], ['LandContour', 'Alley'], ['LandContour', 'LotShape'], ['LandContour', 'Utilities'], ['LandContour', 'LotConfig'], ['LandContour', 'LandSlope'], ['LandContour', 'Neighborhood'], ['LandContour', 'Condition1'], ['LandContour', 'Condition2'], ['LandContour', 'BldgType'], ['LandContour', 'HouseStyle'], ['LandContour', 'RoofStyle'], ['LandContour', 'RoofMatl'], ['LandContour', 'Exterior1st'], ['LandContour', 'Exterior2nd'], ['LandContour', 'MasVnrType'], ['LandContour', 'ExterQual'], ['LandContour', 'ExterCond'], ['LandContour', 'Foundation'], ['LandContour', 'BsmtQual'], ['LandContour', 'BsmtCond'], ['LandContour', 'BsmtExposure'], ['LandContour', 'BsmtFinType1'], ['LandContour', 'BsmtFinType2'], ['LandContour', 'Heating'], ['LandContour', 'HeatingQC'], ['LandContour', 'CentralAir'], ['LandContour', 'Electrical'], ['LandContour', 'KitchenQual'], ['LandContour', 'Functional'], ['LandContour', 'FireplaceQu'], ['LandContour', 'GarageType'], ['LandContour', 'GarageFinish'], ['LandContour', 'GarageQual'], ['LandContour', 'GarageCond'], ['LandContour', 'PavedDrive'], ['LandContour', 'PoolQC'], ['LandContour', 'Fence'], ['LandContour', 'MiscFeature'], ['LandContour', 'SaleType'], ['LandContour', 'SaleCondition'], ['Utilities', 'MSZoning'], ['Utilities', 'Street'], ['Utilities', 'Alley'], ['Utilities', 'LotShape'], ['Utilities', 'LandContour'], ['Utilities', 'LotConfig'], ['Utilities', 'LandSlope'], ['Utilities', 'Neighborhood'], ['Utilities', 'Condition1'], ['Utilities', 'Condition2'], ['Utilities', 'BldgType'], ['Utilities', 'HouseStyle'], ['Utilities', 'RoofStyle'], ['Utilities', 'RoofMatl'], ['Utilities', 'Exterior1st'], ['Utilities', 'Exterior2nd'], ['Utilities', 'MasVnrType'], ['Utilities', 'ExterQual'], ['Utilities', 'ExterCond'], ['Utilities', 'Foundation'], ['Utilities', 'BsmtQual'], ['Utilities', 'BsmtCond'], ['Utilities', 'BsmtExposure'], ['Utilities', 'BsmtFinType1'], ['Utilities', 'BsmtFinType2'], ['Utilities', 'Heating'], ['Utilities', 'HeatingQC'], ['Utilities', 'CentralAir'], ['Utilities', 'Electrical'], ['Utilities', 'KitchenQual'], ['Utilities', 'Functional'], ['Utilities', 'FireplaceQu'], ['Utilities', 'GarageType'], ['Utilities', 'GarageFinish'], ['Utilities', 'GarageQual'], ['Utilities', 'GarageCond'], ['Utilities', 'PavedDrive'], ['Utilities', 'PoolQC'], ['Utilities', 'Fence'], ['Utilities', 'MiscFeature'], ['Utilities', 'SaleType'], ['Utilities', 'SaleCondition'], ['LotConfig', 'MSZoning'], ['LotConfig', 'Street'], ['LotConfig', 'Alley'], ['LotConfig', 'LotShape'], ['LotConfig', 'LandContour'], ['LotConfig', 'Utilities'], ['LotConfig', 'LandSlope'], ['LotConfig', 'Neighborhood'], ['LotConfig', 'Condition1'], ['LotConfig', 'Condition2'], ['LotConfig', 'BldgType'], ['LotConfig', 'HouseStyle'], ['LotConfig', 'RoofStyle'], ['LotConfig', 'RoofMatl'], ['LotConfig', 'Exterior1st'], ['LotConfig', 'Exterior2nd'], ['LotConfig', 'MasVnrType'], ['LotConfig', 'ExterQual'], ['LotConfig', 'ExterCond'], ['LotConfig', 'Foundation'], ['LotConfig', 'BsmtQual'], ['LotConfig', 'BsmtCond'], ['LotConfig', 'BsmtExposure'], ['LotConfig', 'BsmtFinType1'], ['LotConfig', 'BsmtFinType2'], ['LotConfig', 'Heating'], ['LotConfig', 'HeatingQC'], ['LotConfig', 'CentralAir'], ['LotConfig', 'Electrical'], ['LotConfig', 'KitchenQual'], ['LotConfig', 'Functional'], ['LotConfig', 'FireplaceQu'], ['LotConfig', 'GarageType'], ['LotConfig', 'GarageFinish'], ['LotConfig', 'GarageQual'], ['LotConfig', 'GarageCond'], ['LotConfig', 'PavedDrive'], ['LotConfig', 'PoolQC'], ['LotConfig', 'Fence'], ['LotConfig', 'MiscFeature'], ['LotConfig', 'SaleType'], ['LotConfig', 'SaleCondition'], ['LandSlope', 'MSZoning'], ['LandSlope', 'Street'], ['LandSlope', 'Alley'], ['LandSlope', 'LotShape'], ['LandSlope', 'LandContour'], ['LandSlope', 'Utilities'], ['LandSlope', 'LotConfig'], ['LandSlope', 'Neighborhood'], ['LandSlope', 'Condition1'], ['LandSlope', 'Condition2'], ['LandSlope', 'BldgType'], ['LandSlope', 'HouseStyle'], ['LandSlope', 'RoofStyle'], ['LandSlope', 'RoofMatl'], ['LandSlope', 'Exterior1st'], ['LandSlope', 'Exterior2nd'], ['LandSlope', 'MasVnrType'], ['LandSlope', 'ExterQual'], ['LandSlope', 'ExterCond'], ['LandSlope', 'Foundation'], ['LandSlope', 'BsmtQual'], ['LandSlope', 'BsmtCond'], ['LandSlope', 'BsmtExposure'], ['LandSlope', 'BsmtFinType1'], ['LandSlope', 'BsmtFinType2'], ['LandSlope', 'Heating'], ['LandSlope', 'HeatingQC'], ['LandSlope', 'CentralAir'], ['LandSlope', 'Electrical'], ['LandSlope', 'KitchenQual'], ['LandSlope', 'Functional'], ['LandSlope', 'FireplaceQu'], ['LandSlope', 'GarageType'], ['LandSlope', 'GarageFinish'], ['LandSlope', 'GarageQual'], ['LandSlope', 'GarageCond'], ['LandSlope', 'PavedDrive'], ['LandSlope', 'PoolQC'], ['LandSlope', 'Fence'], ['LandSlope', 'MiscFeature'], ['LandSlope', 'SaleType'], ['LandSlope', 'SaleCondition'], ['Neighborhood', 'MSZoning'], ['Neighborhood', 'Street'], ['Neighborhood', 'Alley'], ['Neighborhood', 'LotShape'], ['Neighborhood', 'LandContour'], ['Neighborhood', 'Utilities'], ['Neighborhood', 'LotConfig'], ['Neighborhood', 'LandSlope'], ['Neighborhood', 'Condition1'], ['Neighborhood', 'Condition2'], ['Neighborhood', 'BldgType'], ['Neighborhood', 'HouseStyle'], ['Neighborhood', 'RoofStyle'], ['Neighborhood', 'RoofMatl'], ['Neighborhood', 'Exterior1st'], ['Neighborhood', 'Exterior2nd'], ['Neighborhood', 'MasVnrType'], ['Neighborhood', 'ExterQual'], ['Neighborhood', 'ExterCond'], ['Neighborhood', 'Foundation'], ['Neighborhood', 'BsmtQual'], ['Neighborhood', 'BsmtCond'], ['Neighborhood', 'BsmtExposure'], ['Neighborhood', 'BsmtFinType1'], ['Neighborhood', 'BsmtFinType2'], ['Neighborhood', 'Heating'], ['Neighborhood', 'HeatingQC'], ['Neighborhood', 'CentralAir'], ['Neighborhood', 'Electrical'], ['Neighborhood', 'KitchenQual'], ['Neighborhood', 'Functional'], ['Neighborhood', 'FireplaceQu'], ['Neighborhood', 'GarageType'], ['Neighborhood', 'GarageFinish'], ['Neighborhood', 'GarageQual'], ['Neighborhood', 'GarageCond'], ['Neighborhood', 'PavedDrive'], ['Neighborhood', 'PoolQC'], ['Neighborhood', 'Fence'], ['Neighborhood', 'MiscFeature'], ['Neighborhood', 'SaleType'], ['Neighborhood', 'SaleCondition'], ['Condition1', 'MSZoning'], ['Condition1', 'Street'], ['Condition1', 'Alley'], ['Condition1', 'LotShape'], ['Condition1', 'LandContour'], ['Condition1', 'Utilities'], ['Condition1', 'LotConfig'], ['Condition1', 'LandSlope'], ['Condition1', 'Neighborhood'], ['Condition1', 'Condition2'], ['Condition1', 'BldgType'], ['Condition1', 'HouseStyle'], ['Condition1', 'RoofStyle'], ['Condition1', 'RoofMatl'], ['Condition1', 'Exterior1st'], ['Condition1', 'Exterior2nd'], ['Condition1', 'MasVnrType'], ['Condition1', 'ExterQual'], ['Condition1', 'ExterCond'], ['Condition1', 'Foundation'], ['Condition1', 'BsmtQual'], ['Condition1', 'BsmtCond'], ['Condition1', 'BsmtExposure'], ['Condition1', 'BsmtFinType1'], ['Condition1', 'BsmtFinType2'], ['Condition1', 'Heating'], ['Condition1', 'HeatingQC'], ['Condition1', 'CentralAir'], ['Condition1', 'Electrical'], ['Condition1', 'KitchenQual'], ['Condition1', 'Functional'], ['Condition1', 'FireplaceQu'], ['Condition1', 'GarageType'], ['Condition1', 'GarageFinish'], ['Condition1', 'GarageQual'], ['Condition1', 'GarageCond'], ['Condition1', 'PavedDrive'], ['Condition1', 'PoolQC'], ['Condition1', 'Fence'], ['Condition1', 'MiscFeature'], ['Condition1', 'SaleType'], ['Condition1', 'SaleCondition'], ['Condition2', 'MSZoning'], ['Condition2', 'Street'], ['Condition2', 'Alley'], ['Condition2', 'LotShape'], ['Condition2', 'LandContour'], ['Condition2', 'Utilities'], ['Condition2', 'LotConfig'], ['Condition2', 'LandSlope'], ['Condition2', 'Neighborhood'], ['Condition2', 'Condition1'], ['Condition2', 'BldgType'], ['Condition2', 'HouseStyle'], ['Condition2', 'RoofStyle'], ['Condition2', 'RoofMatl'], ['Condition2', 'Exterior1st'], ['Condition2', 'Exterior2nd'], ['Condition2', 'MasVnrType'], ['Condition2', 'ExterQual'], ['Condition2', 'ExterCond'], ['Condition2', 'Foundation'], ['Condition2', 'BsmtQual'], ['Condition2', 'BsmtCond'], ['Condition2', 'BsmtExposure'], ['Condition2', 'BsmtFinType1'], ['Condition2', 'BsmtFinType2'], ['Condition2', 'Heating'], ['Condition2', 'HeatingQC'], ['Condition2', 'CentralAir'], ['Condition2', 'Electrical'], ['Condition2', 'KitchenQual'], ['Condition2', 'Functional'], ['Condition2', 'FireplaceQu'], ['Condition2', 'GarageType'], ['Condition2', 'GarageFinish'], ['Condition2', 'GarageQual'], ['Condition2', 'GarageCond'], ['Condition2', 'PavedDrive'], ['Condition2', 'PoolQC'], ['Condition2', 'Fence'], ['Condition2', 'MiscFeature'], ['Condition2', 'SaleType'], ['Condition2', 'SaleCondition'], ['BldgType', 'MSZoning'], ['BldgType', 'Street'], ['BldgType', 'Alley'], ['BldgType', 'LotShape'], ['BldgType', 'LandContour'], ['BldgType', 'Utilities'], ['BldgType', 'LotConfig'], ['BldgType', 'LandSlope'], ['BldgType', 'Neighborhood'], ['BldgType', 'Condition1'], ['BldgType', 'Condition2'], ['BldgType', 'HouseStyle'], ['BldgType', 'RoofStyle'], ['BldgType', 'RoofMatl'], ['BldgType', 'Exterior1st'], ['BldgType', 'Exterior2nd'], ['BldgType', 'MasVnrType'], ['BldgType', 'ExterQual'], ['BldgType', 'ExterCond'], ['BldgType', 'Foundation'], ['BldgType', 'BsmtQual'], ['BldgType', 'BsmtCond'], ['BldgType', 'BsmtExposure'], ['BldgType', 'BsmtFinType1'], ['BldgType', 'BsmtFinType2'], ['BldgType', 'Heating'], ['BldgType', 'HeatingQC'], ['BldgType', 'CentralAir'], ['BldgType', 'Electrical'], ['BldgType', 'KitchenQual'], ['BldgType', 'Functional'], ['BldgType', 'FireplaceQu'], ['BldgType', 'GarageType'], ['BldgType', 'GarageFinish'], ['BldgType', 'GarageQual'], ['BldgType', 'GarageCond'], ['BldgType', 'PavedDrive'], ['BldgType', 'PoolQC'], ['BldgType', 'Fence'], ['BldgType', 'MiscFeature'], ['BldgType', 'SaleType'], ['BldgType', 'SaleCondition'], ['HouseStyle', 'MSZoning'], ['HouseStyle', 'Street'], ['HouseStyle', 'Alley'], ['HouseStyle', 'LotShape'], ['HouseStyle', 'LandContour'], ['HouseStyle', 'Utilities'], ['HouseStyle', 'LotConfig'], ['HouseStyle', 'LandSlope'], ['HouseStyle', 'Neighborhood'], ['HouseStyle', 'Condition1'], ['HouseStyle', 'Condition2'], ['HouseStyle', 'BldgType'], ['HouseStyle', 'RoofStyle'], ['HouseStyle', 'RoofMatl'], ['HouseStyle', 'Exterior1st'], ['HouseStyle', 'Exterior2nd'], ['HouseStyle', 'MasVnrType'], ['HouseStyle', 'ExterQual'], ['HouseStyle', 'ExterCond'], ['HouseStyle', 'Foundation'], ['HouseStyle', 'BsmtQual'], ['HouseStyle', 'BsmtCond'], ['HouseStyle', 'BsmtExposure'], ['HouseStyle', 'BsmtFinType1'], ['HouseStyle', 'BsmtFinType2'], ['HouseStyle', 'Heating'], ['HouseStyle', 'HeatingQC'], ['HouseStyle', 'CentralAir'], ['HouseStyle', 'Electrical'], ['HouseStyle', 'KitchenQual'], ['HouseStyle', 'Functional'], ['HouseStyle', 'FireplaceQu'], ['HouseStyle', 'GarageType'], ['HouseStyle', 'GarageFinish'], ['HouseStyle', 'GarageQual'], ['HouseStyle', 'GarageCond'], ['HouseStyle', 'PavedDrive'], ['HouseStyle', 'PoolQC'], ['HouseStyle', 'Fence'], ['HouseStyle', 'MiscFeature'], ['HouseStyle', 'SaleType'], ['HouseStyle', 'SaleCondition'], ['RoofStyle', 'MSZoning'], ['RoofStyle', 'Street'], ['RoofStyle', 'Alley'], ['RoofStyle', 'LotShape'], ['RoofStyle', 'LandContour'], ['RoofStyle', 'Utilities'], ['RoofStyle', 'LotConfig'], ['RoofStyle', 'LandSlope'], ['RoofStyle', 'Neighborhood'], ['RoofStyle', 'Condition1'], ['RoofStyle', 'Condition2'], ['RoofStyle', 'BldgType'], ['RoofStyle', 'HouseStyle'], ['RoofStyle', 'RoofMatl'], ['RoofStyle', 'Exterior1st'], ['RoofStyle', 'Exterior2nd'], ['RoofStyle', 'MasVnrType'], ['RoofStyle', 'ExterQual'], ['RoofStyle', 'ExterCond'], ['RoofStyle', 'Foundation'], ['RoofStyle', 'BsmtQual'], ['RoofStyle', 'BsmtCond'], ['RoofStyle', 'BsmtExposure'], ['RoofStyle', 'BsmtFinType1'], ['RoofStyle', 'BsmtFinType2'], ['RoofStyle', 'Heating'], ['RoofStyle', 'HeatingQC'], ['RoofStyle', 'CentralAir'], ['RoofStyle', 'Electrical'], ['RoofStyle', 'KitchenQual'], ['RoofStyle', 'Functional'], ['RoofStyle', 'FireplaceQu'], ['RoofStyle', 'GarageType'], ['RoofStyle', 'GarageFinish'], ['RoofStyle', 'GarageQual'], ['RoofStyle', 'GarageCond'], ['RoofStyle', 'PavedDrive'], ['RoofStyle', 'PoolQC'], ['RoofStyle', 'Fence'], ['RoofStyle', 'MiscFeature'], ['RoofStyle', 'SaleType'], ['RoofStyle', 'SaleCondition'], ['RoofMatl', 'MSZoning'], ['RoofMatl', 'Street'], ['RoofMatl', 'Alley'], ['RoofMatl', 'LotShape'], ['RoofMatl', 'LandContour'], ['RoofMatl', 'Utilities'], ['RoofMatl', 'LotConfig'], ['RoofMatl', 'LandSlope'], ['RoofMatl', 'Neighborhood'], ['RoofMatl', 'Condition1'], ['RoofMatl', 'Condition2'], ['RoofMatl', 'BldgType'], ['RoofMatl', 'HouseStyle'], ['RoofMatl', 'RoofStyle'], ['RoofMatl', 'Exterior1st'], ['RoofMatl', 'Exterior2nd'], ['RoofMatl', 'MasVnrType'], ['RoofMatl', 'ExterQual'], ['RoofMatl', 'ExterCond'], ['RoofMatl', 'Foundation'], ['RoofMatl', 'BsmtQual'], ['RoofMatl', 'BsmtCond'], ['RoofMatl', 'BsmtExposure'], ['RoofMatl', 'BsmtFinType1'], ['RoofMatl', 'BsmtFinType2'], ['RoofMatl', 'Heating'], ['RoofMatl', 'HeatingQC'], ['RoofMatl', 'CentralAir'], ['RoofMatl', 'Electrical'], ['RoofMatl', 'KitchenQual'], ['RoofMatl', 'Functional'], ['RoofMatl', 'FireplaceQu'], ['RoofMatl', 'GarageType'], ['RoofMatl', 'GarageFinish'], ['RoofMatl', 'GarageQual'], ['RoofMatl', 'GarageCond'], ['RoofMatl', 'PavedDrive'], ['RoofMatl', 'PoolQC'], ['RoofMatl', 'Fence'], ['RoofMatl', 'MiscFeature'], ['RoofMatl', 'SaleType'], ['RoofMatl', 'SaleCondition'], ['Exterior1st', 'MSZoning'], ['Exterior1st', 'Street'], ['Exterior1st', 'Alley'], ['Exterior1st', 'LotShape'], ['Exterior1st', 'LandContour'], ['Exterior1st', 'Utilities'], ['Exterior1st', 'LotConfig'], ['Exterior1st', 'LandSlope'], ['Exterior1st', 'Neighborhood'], ['Exterior1st', 'Condition1'], ['Exterior1st', 'Condition2'], ['Exterior1st', 'BldgType'], ['Exterior1st', 'HouseStyle'], ['Exterior1st', 'RoofStyle'], ['Exterior1st', 'RoofMatl'], ['Exterior1st', 'Exterior2nd'], ['Exterior1st', 'MasVnrType'], ['Exterior1st', 'ExterQual'], ['Exterior1st', 'ExterCond'], ['Exterior1st', 'Foundation'], ['Exterior1st', 'BsmtQual'], ['Exterior1st', 'BsmtCond'], ['Exterior1st', 'BsmtExposure'], ['Exterior1st', 'BsmtFinType1'], ['Exterior1st', 'BsmtFinType2'], ['Exterior1st', 'Heating'], ['Exterior1st', 'HeatingQC'], ['Exterior1st', 'CentralAir'], ['Exterior1st', 'Electrical'], ['Exterior1st', 'KitchenQual'], ['Exterior1st', 'Functional'], ['Exterior1st', 'FireplaceQu'], ['Exterior1st', 'GarageType'], ['Exterior1st', 'GarageFinish'], ['Exterior1st', 'GarageQual'], ['Exterior1st', 'GarageCond'], ['Exterior1st', 'PavedDrive'], ['Exterior1st', 'PoolQC'], ['Exterior1st', 'Fence'], ['Exterior1st', 'MiscFeature'], ['Exterior1st', 'SaleType'], ['Exterior1st', 'SaleCondition'], ['Exterior2nd', 'MSZoning'], ['Exterior2nd', 'Street'], ['Exterior2nd', 'Alley'], ['Exterior2nd', 'LotShape'], ['Exterior2nd', 'LandContour'], ['Exterior2nd', 'Utilities'], ['Exterior2nd', 'LotConfig'], ['Exterior2nd', 'LandSlope'], ['Exterior2nd', 'Neighborhood'], ['Exterior2nd', 'Condition1'], ['Exterior2nd', 'Condition2'], ['Exterior2nd', 'BldgType'], ['Exterior2nd', 'HouseStyle'], ['Exterior2nd', 'RoofStyle'], ['Exterior2nd', 'RoofMatl'], ['Exterior2nd', 'Exterior1st'], ['Exterior2nd', 'MasVnrType'], ['Exterior2nd', 'ExterQual'], ['Exterior2nd', 'ExterCond'], ['Exterior2nd', 'Foundation'], ['Exterior2nd', 'BsmtQual'], ['Exterior2nd', 'BsmtCond'], ['Exterior2nd', 'BsmtExposure'], ['Exterior2nd', 'BsmtFinType1'], ['Exterior2nd', 'BsmtFinType2'], ['Exterior2nd', 'Heating'], ['Exterior2nd', 'HeatingQC'], ['Exterior2nd', 'CentralAir'], ['Exterior2nd', 'Electrical'], ['Exterior2nd', 'KitchenQual'], ['Exterior2nd', 'Functional'], ['Exterior2nd', 'FireplaceQu'], ['Exterior2nd', 'GarageType'], ['Exterior2nd', 'GarageFinish'], ['Exterior2nd', 'GarageQual'], ['Exterior2nd', 'GarageCond'], ['Exterior2nd', 'PavedDrive'], ['Exterior2nd', 'PoolQC'], ['Exterior2nd', 'Fence'], ['Exterior2nd', 'MiscFeature'], ['Exterior2nd', 'SaleType'], ['Exterior2nd', 'SaleCondition'], ['MasVnrType', 'MSZoning'], ['MasVnrType', 'Street'], ['MasVnrType', 'Alley'], ['MasVnrType', 'LotShape'], ['MasVnrType', 'LandContour'], ['MasVnrType', 'Utilities'], ['MasVnrType', 'LotConfig'], ['MasVnrType', 'LandSlope'], ['MasVnrType', 'Neighborhood'], ['MasVnrType', 'Condition1'], ['MasVnrType', 'Condition2'], ['MasVnrType', 'BldgType'], ['MasVnrType', 'HouseStyle'], ['MasVnrType', 'RoofStyle'], ['MasVnrType', 'RoofMatl'], ['MasVnrType', 'Exterior1st'], ['MasVnrType', 'Exterior2nd'], ['MasVnrType', 'ExterQual'], ['MasVnrType', 'ExterCond'], ['MasVnrType', 'Foundation'], ['MasVnrType', 'BsmtQual'], ['MasVnrType', 'BsmtCond'], ['MasVnrType', 'BsmtExposure'], ['MasVnrType', 'BsmtFinType1'], ['MasVnrType', 'BsmtFinType2'], ['MasVnrType', 'Heating'], ['MasVnrType', 'HeatingQC'], ['MasVnrType', 'CentralAir'], ['MasVnrType', 'Electrical'], ['MasVnrType', 'KitchenQual'], ['MasVnrType', 'Functional'], ['MasVnrType', 'FireplaceQu'], ['MasVnrType', 'GarageType'], ['MasVnrType', 'GarageFinish'], ['MasVnrType', 'GarageQual'], ['MasVnrType', 'GarageCond'], ['MasVnrType', 'PavedDrive'], ['MasVnrType', 'PoolQC'], ['MasVnrType', 'Fence'], ['MasVnrType', 'MiscFeature'], ['MasVnrType', 'SaleType'], ['MasVnrType', 'SaleCondition'], ['ExterQual', 'MSZoning'], ['ExterQual', 'Street'], ['ExterQual', 'Alley'], ['ExterQual', 'LotShape'], ['ExterQual', 'LandContour'], ['ExterQual', 'Utilities'], ['ExterQual', 'LotConfig'], ['ExterQual', 'LandSlope'], ['ExterQual', 'Neighborhood'], ['ExterQual', 'Condition1'], ['ExterQual', 'Condition2'], ['ExterQual', 'BldgType'], ['ExterQual', 'HouseStyle'], ['ExterQual', 'RoofStyle'], ['ExterQual', 'RoofMatl'], ['ExterQual', 'Exterior1st'], ['ExterQual', 'Exterior2nd'], ['ExterQual', 'MasVnrType'], ['ExterQual', 'ExterCond'], ['ExterQual', 'Foundation'], ['ExterQual', 'BsmtQual'], ['ExterQual', 'BsmtCond'], ['ExterQual', 'BsmtExposure'], ['ExterQual', 'BsmtFinType1'], ['ExterQual', 'BsmtFinType2'], ['ExterQual', 'Heating'], ['ExterQual', 'HeatingQC'], ['ExterQual', 'CentralAir'], ['ExterQual', 'Electrical'], ['ExterQual', 'KitchenQual'], ['ExterQual', 'Functional'], ['ExterQual', 'FireplaceQu'], ['ExterQual', 'GarageType'], ['ExterQual', 'GarageFinish'], ['ExterQual', 'GarageQual'], ['ExterQual', 'GarageCond'], ['ExterQual', 'PavedDrive'], ['ExterQual', 'PoolQC'], ['ExterQual', 'Fence'], ['ExterQual', 'MiscFeature'], ['ExterQual', 'SaleType'], ['ExterQual', 'SaleCondition'], ['ExterCond', 'MSZoning'], ['ExterCond', 'Street'], ['ExterCond', 'Alley'], ['ExterCond', 'LotShape'], ['ExterCond', 'LandContour'], ['ExterCond', 'Utilities'], ['ExterCond', 'LotConfig'], ['ExterCond', 'LandSlope'], ['ExterCond', 'Neighborhood'], ['ExterCond', 'Condition1'], ['ExterCond', 'Condition2'], ['ExterCond', 'BldgType'], ['ExterCond', 'HouseStyle'], ['ExterCond', 'RoofStyle'], ['ExterCond', 'RoofMatl'], ['ExterCond', 'Exterior1st'], ['ExterCond', 'Exterior2nd'], ['ExterCond', 'MasVnrType'], ['ExterCond', 'ExterQual'], ['ExterCond', 'Foundation'], ['ExterCond', 'BsmtQual'], ['ExterCond', 'BsmtCond'], ['ExterCond', 'BsmtExposure'], ['ExterCond', 'BsmtFinType1'], ['ExterCond', 'BsmtFinType2'], ['ExterCond', 'Heating'], ['ExterCond', 'HeatingQC'], ['ExterCond', 'CentralAir'], ['ExterCond', 'Electrical'], ['ExterCond', 'KitchenQual'], ['ExterCond', 'Functional'], ['ExterCond', 'FireplaceQu'], ['ExterCond', 'GarageType'], ['ExterCond', 'GarageFinish'], ['ExterCond', 'GarageQual'], ['ExterCond', 'GarageCond'], ['ExterCond', 'PavedDrive'], ['ExterCond', 'PoolQC'], ['ExterCond', 'Fence'], ['ExterCond', 'MiscFeature'], ['ExterCond', 'SaleType'], ['ExterCond', 'SaleCondition'], ['Foundation', 'MSZoning'], ['Foundation', 'Street'], ['Foundation', 'Alley'], ['Foundation', 'LotShape'], ['Foundation', 'LandContour'], ['Foundation', 'Utilities'], ['Foundation', 'LotConfig'], ['Foundation', 'LandSlope'], ['Foundation', 'Neighborhood'], ['Foundation', 'Condition1'], ['Foundation', 'Condition2'], ['Foundation', 'BldgType'], ['Foundation', 'HouseStyle'], ['Foundation', 'RoofStyle'], ['Foundation', 'RoofMatl'], ['Foundation', 'Exterior1st'], ['Foundation', 'Exterior2nd'], ['Foundation', 'MasVnrType'], ['Foundation', 'ExterQual'], ['Foundation', 'ExterCond'], ['Foundation', 'BsmtQual'], ['Foundation', 'BsmtCond'], ['Foundation', 'BsmtExposure'], ['Foundation', 'BsmtFinType1'], ['Foundation', 'BsmtFinType2'], ['Foundation', 'Heating'], ['Foundation', 'HeatingQC'], ['Foundation', 'CentralAir'], ['Foundation', 'Electrical'], ['Foundation', 'KitchenQual'], ['Foundation', 'Functional'], ['Foundation', 'FireplaceQu'], ['Foundation', 'GarageType'], ['Foundation', 'GarageFinish'], ['Foundation', 'GarageQual'], ['Foundation', 'GarageCond'], ['Foundation', 'PavedDrive'], ['Foundation', 'PoolQC'], ['Foundation', 'Fence'], ['Foundation', 'MiscFeature'], ['Foundation', 'SaleType'], ['Foundation', 'SaleCondition'], ['BsmtQual', 'MSZoning'], ['BsmtQual', 'Street'], ['BsmtQual', 'Alley'], ['BsmtQual', 'LotShape'], ['BsmtQual', 'LandContour'], ['BsmtQual', 'Utilities'], ['BsmtQual', 'LotConfig'], ['BsmtQual', 'LandSlope'], ['BsmtQual', 'Neighborhood'], ['BsmtQual', 'Condition1'], ['BsmtQual', 'Condition2'], ['BsmtQual', 'BldgType'], ['BsmtQual', 'HouseStyle'], ['BsmtQual', 'RoofStyle'], ['BsmtQual', 'RoofMatl'], ['BsmtQual', 'Exterior1st'], ['BsmtQual', 'Exterior2nd'], ['BsmtQual', 'MasVnrType'], ['BsmtQual', 'ExterQual'], ['BsmtQual', 'ExterCond'], ['BsmtQual', 'Foundation'], ['BsmtQual', 'BsmtCond'], ['BsmtQual', 'BsmtExposure'], ['BsmtQual', 'BsmtFinType1'], ['BsmtQual', 'BsmtFinType2'], ['BsmtQual', 'Heating'], ['BsmtQual', 'HeatingQC'], ['BsmtQual', 'CentralAir'], ['BsmtQual', 'Electrical'], ['BsmtQual', 'KitchenQual'], ['BsmtQual', 'Functional'], ['BsmtQual', 'FireplaceQu'], ['BsmtQual', 'GarageType'], ['BsmtQual', 'GarageFinish'], ['BsmtQual', 'GarageQual'], ['BsmtQual', 'GarageCond'], ['BsmtQual', 'PavedDrive'], ['BsmtQual', 'PoolQC'], ['BsmtQual', 'Fence'], ['BsmtQual', 'MiscFeature'], ['BsmtQual', 'SaleType'], ['BsmtQual', 'SaleCondition'], ['BsmtCond', 'MSZoning'], ['BsmtCond', 'Street'], ['BsmtCond', 'Alley'], ['BsmtCond', 'LotShape'], ['BsmtCond', 'LandContour'], ['BsmtCond', 'Utilities'], ['BsmtCond', 'LotConfig'], ['BsmtCond', 'LandSlope'], ['BsmtCond', 'Neighborhood'], ['BsmtCond', 'Condition1'], ['BsmtCond', 'Condition2'], ['BsmtCond', 'BldgType'], ['BsmtCond', 'HouseStyle'], ['BsmtCond', 'RoofStyle'], ['BsmtCond', 'RoofMatl'], ['BsmtCond', 'Exterior1st'], ['BsmtCond', 'Exterior2nd'], ['BsmtCond', 'MasVnrType'], ['BsmtCond', 'ExterQual'], ['BsmtCond', 'ExterCond'], ['BsmtCond', 'Foundation'], ['BsmtCond', 'BsmtQual'], ['BsmtCond', 'BsmtExposure'], ['BsmtCond', 'BsmtFinType1'], ['BsmtCond', 'BsmtFinType2'], ['BsmtCond', 'Heating'], ['BsmtCond', 'HeatingQC'], ['BsmtCond', 'CentralAir'], ['BsmtCond', 'Electrical'], ['BsmtCond', 'KitchenQual'], ['BsmtCond', 'Functional'], ['BsmtCond', 'FireplaceQu'], ['BsmtCond', 'GarageType'], ['BsmtCond', 'GarageFinish'], ['BsmtCond', 'GarageQual'], ['BsmtCond', 'GarageCond'], ['BsmtCond', 'PavedDrive'], ['BsmtCond', 'PoolQC'], ['BsmtCond', 'Fence'], ['BsmtCond', 'MiscFeature'], ['BsmtCond', 'SaleType'], ['BsmtCond', 'SaleCondition'], ['BsmtExposure', 'MSZoning'], ['BsmtExposure', 'Street'], ['BsmtExposure', 'Alley'], ['BsmtExposure', 'LotShape'], ['BsmtExposure', 'LandContour'], ['BsmtExposure', 'Utilities'], ['BsmtExposure', 'LotConfig'], ['BsmtExposure', 'LandSlope'], ['BsmtExposure', 'Neighborhood'], ['BsmtExposure', 'Condition1'], ['BsmtExposure', 'Condition2'], ['BsmtExposure', 'BldgType'], ['BsmtExposure', 'HouseStyle'], ['BsmtExposure', 'RoofStyle'], ['BsmtExposure', 'RoofMatl'], ['BsmtExposure', 'Exterior1st'], ['BsmtExposure', 'Exterior2nd'], ['BsmtExposure', 'MasVnrType'], ['BsmtExposure', 'ExterQual'], ['BsmtExposure', 'ExterCond'], ['BsmtExposure', 'Foundation'], ['BsmtExposure', 'BsmtQual'], ['BsmtExposure', 'BsmtCond'], ['BsmtExposure', 'BsmtFinType1'], ['BsmtExposure', 'BsmtFinType2'], ['BsmtExposure', 'Heating'], ['BsmtExposure', 'HeatingQC'], ['BsmtExposure', 'CentralAir'], ['BsmtExposure', 'Electrical'], ['BsmtExposure', 'KitchenQual'], ['BsmtExposure', 'Functional'], ['BsmtExposure', 'FireplaceQu'], ['BsmtExposure', 'GarageType'], ['BsmtExposure', 'GarageFinish'], ['BsmtExposure', 'GarageQual'], ['BsmtExposure', 'GarageCond'], ['BsmtExposure', 'PavedDrive'], ['BsmtExposure', 'PoolQC'], ['BsmtExposure', 'Fence'], ['BsmtExposure', 'MiscFeature'], ['BsmtExposure', 'SaleType'], ['BsmtExposure', 'SaleCondition'], ['BsmtFinType1', 'MSZoning'], ['BsmtFinType1', 'Street'], ['BsmtFinType1', 'Alley'], ['BsmtFinType1', 'LotShape'], ['BsmtFinType1', 'LandContour'], ['BsmtFinType1', 'Utilities'], ['BsmtFinType1', 'LotConfig'], ['BsmtFinType1', 'LandSlope'], ['BsmtFinType1', 'Neighborhood'], ['BsmtFinType1', 'Condition1'], ['BsmtFinType1', 'Condition2'], ['BsmtFinType1', 'BldgType'], ['BsmtFinType1', 'HouseStyle'], ['BsmtFinType1', 'RoofStyle'], ['BsmtFinType1', 'RoofMatl'], ['BsmtFinType1', 'Exterior1st'], ['BsmtFinType1', 'Exterior2nd'], ['BsmtFinType1', 'MasVnrType'], ['BsmtFinType1', 'ExterQual'], ['BsmtFinType1', 'ExterCond'], ['BsmtFinType1', 'Foundation'], ['BsmtFinType1', 'BsmtQual'], ['BsmtFinType1', 'BsmtCond'], ['BsmtFinType1', 'BsmtExposure'], ['BsmtFinType1', 'BsmtFinType2'], ['BsmtFinType1', 'Heating'], ['BsmtFinType1', 'HeatingQC'], ['BsmtFinType1', 'CentralAir'], ['BsmtFinType1', 'Electrical'], ['BsmtFinType1', 'KitchenQual'], ['BsmtFinType1', 'Functional'], ['BsmtFinType1', 'FireplaceQu'], ['BsmtFinType1', 'GarageType'], ['BsmtFinType1', 'GarageFinish'], ['BsmtFinType1', 'GarageQual'], ['BsmtFinType1', 'GarageCond'], ['BsmtFinType1', 'PavedDrive'], ['BsmtFinType1', 'PoolQC'], ['BsmtFinType1', 'Fence'], ['BsmtFinType1', 'MiscFeature'], ['BsmtFinType1', 'SaleType'], ['BsmtFinType1', 'SaleCondition'], ['BsmtFinType2', 'MSZoning'], ['BsmtFinType2', 'Street'], ['BsmtFinType2', 'Alley'], ['BsmtFinType2', 'LotShape'], ['BsmtFinType2', 'LandContour'], ['BsmtFinType2', 'Utilities'], ['BsmtFinType2', 'LotConfig'], ['BsmtFinType2', 'LandSlope'], ['BsmtFinType2', 'Neighborhood'], ['BsmtFinType2', 'Condition1'], ['BsmtFinType2', 'Condition2'], ['BsmtFinType2', 'BldgType'], ['BsmtFinType2', 'HouseStyle'], ['BsmtFinType2', 'RoofStyle'], ['BsmtFinType2', 'RoofMatl'], ['BsmtFinType2', 'Exterior1st'], ['BsmtFinType2', 'Exterior2nd'], ['BsmtFinType2', 'MasVnrType'], ['BsmtFinType2', 'ExterQual'], ['BsmtFinType2', 'ExterCond'], ['BsmtFinType2', 'Foundation'], ['BsmtFinType2', 'BsmtQual'], ['BsmtFinType2', 'BsmtCond'], ['BsmtFinType2', 'BsmtExposure'], ['BsmtFinType2', 'BsmtFinType1'], ['BsmtFinType2', 'Heating'], ['BsmtFinType2', 'HeatingQC'], ['BsmtFinType2', 'CentralAir'], ['BsmtFinType2', 'Electrical'], ['BsmtFinType2', 'KitchenQual'], ['BsmtFinType2', 'Functional'], ['BsmtFinType2', 'FireplaceQu'], ['BsmtFinType2', 'GarageType'], ['BsmtFinType2', 'GarageFinish'], ['BsmtFinType2', 'GarageQual'], ['BsmtFinType2', 'GarageCond'], ['BsmtFinType2', 'PavedDrive'], ['BsmtFinType2', 'PoolQC'], ['BsmtFinType2', 'Fence'], ['BsmtFinType2', 'MiscFeature'], ['BsmtFinType2', 'SaleType'], ['BsmtFinType2', 'SaleCondition'], ['Heating', 'MSZoning'], ['Heating', 'Street'], ['Heating', 'Alley'], ['Heating', 'LotShape'], ['Heating', 'LandContour'], ['Heating', 'Utilities'], ['Heating', 'LotConfig'], ['Heating', 'LandSlope'], ['Heating', 'Neighborhood'], ['Heating', 'Condition1'], ['Heating', 'Condition2'], ['Heating', 'BldgType'], ['Heating', 'HouseStyle'], ['Heating', 'RoofStyle'], ['Heating', 'RoofMatl'], ['Heating', 'Exterior1st'], ['Heating', 'Exterior2nd'], ['Heating', 'MasVnrType'], ['Heating', 'ExterQual'], ['Heating', 'ExterCond'], ['Heating', 'Foundation'], ['Heating', 'BsmtQual'], ['Heating', 'BsmtCond'], ['Heating', 'BsmtExposure'], ['Heating', 'BsmtFinType1'], ['Heating', 'BsmtFinType2'], ['Heating', 'HeatingQC'], ['Heating', 'CentralAir'], ['Heating', 'Electrical'], ['Heating', 'KitchenQual'], ['Heating', 'Functional'], ['Heating', 'FireplaceQu'], ['Heating', 'GarageType'], ['Heating', 'GarageFinish'], ['Heating', 'GarageQual'], ['Heating', 'GarageCond'], ['Heating', 'PavedDrive'], ['Heating', 'PoolQC'], ['Heating', 'Fence'], ['Heating', 'MiscFeature'], ['Heating', 'SaleType'], ['Heating', 'SaleCondition'], ['HeatingQC', 'MSZoning'], ['HeatingQC', 'Street'], ['HeatingQC', 'Alley'], ['HeatingQC', 'LotShape'], ['HeatingQC', 'LandContour'], ['HeatingQC', 'Utilities'], ['HeatingQC', 'LotConfig'], ['HeatingQC', 'LandSlope'], ['HeatingQC', 'Neighborhood'], ['HeatingQC', 'Condition1'], ['HeatingQC', 'Condition2'], ['HeatingQC', 'BldgType'], ['HeatingQC', 'HouseStyle'], ['HeatingQC', 'RoofStyle'], ['HeatingQC', 'RoofMatl'], ['HeatingQC', 'Exterior1st'], ['HeatingQC', 'Exterior2nd'], ['HeatingQC', 'MasVnrType'], ['HeatingQC', 'ExterQual'], ['HeatingQC', 'ExterCond'], ['HeatingQC', 'Foundation'], ['HeatingQC', 'BsmtQual'], ['HeatingQC', 'BsmtCond'], ['HeatingQC', 'BsmtExposure'], ['HeatingQC', 'BsmtFinType1'], ['HeatingQC', 'BsmtFinType2'], ['HeatingQC', 'Heating'], ['HeatingQC', 'CentralAir'], ['HeatingQC', 'Electrical'], ['HeatingQC', 'KitchenQual'], ['HeatingQC', 'Functional'], ['HeatingQC', 'FireplaceQu'], ['HeatingQC', 'GarageType'], ['HeatingQC', 'GarageFinish'], ['HeatingQC', 'GarageQual'], ['HeatingQC', 'GarageCond'], ['HeatingQC', 'PavedDrive'], ['HeatingQC', 'PoolQC'], ['HeatingQC', 'Fence'], ['HeatingQC', 'MiscFeature'], ['HeatingQC', 'SaleType'], ['HeatingQC', 'SaleCondition'], ['CentralAir', 'MSZoning'], ['CentralAir', 'Street'], ['CentralAir', 'Alley'], ['CentralAir', 'LotShape'], ['CentralAir', 'LandContour'], ['CentralAir', 'Utilities'], ['CentralAir', 'LotConfig'], ['CentralAir', 'LandSlope'], ['CentralAir', 'Neighborhood'], ['CentralAir', 'Condition1'], ['CentralAir', 'Condition2'], ['CentralAir', 'BldgType'], ['CentralAir', 'HouseStyle'], ['CentralAir', 'RoofStyle'], ['CentralAir', 'RoofMatl'], ['CentralAir', 'Exterior1st'], ['CentralAir', 'Exterior2nd'], ['CentralAir', 'MasVnrType'], ['CentralAir', 'ExterQual'], ['CentralAir', 'ExterCond'], ['CentralAir', 'Foundation'], ['CentralAir', 'BsmtQual'], ['CentralAir', 'BsmtCond'], ['CentralAir', 'BsmtExposure'], ['CentralAir', 'BsmtFinType1'], ['CentralAir', 'BsmtFinType2'], ['CentralAir', 'Heating'], ['CentralAir', 'HeatingQC'], ['CentralAir', 'Electrical'], ['CentralAir', 'KitchenQual'], ['CentralAir', 'Functional'], ['CentralAir', 'FireplaceQu'], ['CentralAir', 'GarageType'], ['CentralAir', 'GarageFinish'], ['CentralAir', 'GarageQual'], ['CentralAir', 'GarageCond'], ['CentralAir', 'PavedDrive'], ['CentralAir', 'PoolQC'], ['CentralAir', 'Fence'], ['CentralAir', 'MiscFeature'], ['CentralAir', 'SaleType'], ['CentralAir', 'SaleCondition'], ['Electrical', 'MSZoning'], ['Electrical', 'Street'], ['Electrical', 'Alley'], ['Electrical', 'LotShape'], ['Electrical', 'LandContour'], ['Electrical', 'Utilities'], ['Electrical', 'LotConfig'], ['Electrical', 'LandSlope'], ['Electrical', 'Neighborhood'], ['Electrical', 'Condition1'], ['Electrical', 'Condition2'], ['Electrical', 'BldgType'], ['Electrical', 'HouseStyle'], ['Electrical', 'RoofStyle'], ['Electrical', 'RoofMatl'], ['Electrical', 'Exterior1st'], ['Electrical', 'Exterior2nd'], ['Electrical', 'MasVnrType'], ['Electrical', 'ExterQual'], ['Electrical', 'ExterCond'], ['Electrical', 'Foundation'], ['Electrical', 'BsmtQual'], ['Electrical', 'BsmtCond'], ['Electrical', 'BsmtExposure'], ['Electrical', 'BsmtFinType1'], ['Electrical', 'BsmtFinType2'], ['Electrical', 'Heating'], ['Electrical', 'HeatingQC'], ['Electrical', 'CentralAir'], ['Electrical', 'KitchenQual'], ['Electrical', 'Functional'], ['Electrical', 'FireplaceQu'], ['Electrical', 'GarageType'], ['Electrical', 'GarageFinish'], ['Electrical', 'GarageQual'], ['Electrical', 'GarageCond'], ['Electrical', 'PavedDrive'], ['Electrical', 'PoolQC'], ['Electrical', 'Fence'], ['Electrical', 'MiscFeature'], ['Electrical', 'SaleType'], ['Electrical', 'SaleCondition'], ['KitchenQual', 'MSZoning'], ['KitchenQual', 'Street'], ['KitchenQual', 'Alley'], ['KitchenQual', 'LotShape'], ['KitchenQual', 'LandContour'], ['KitchenQual', 'Utilities'], ['KitchenQual', 'LotConfig'], ['KitchenQual', 'LandSlope'], ['KitchenQual', 'Neighborhood'], ['KitchenQual', 'Condition1'], ['KitchenQual', 'Condition2'], ['KitchenQual', 'BldgType'], ['KitchenQual', 'HouseStyle'], ['KitchenQual', 'RoofStyle'], ['KitchenQual', 'RoofMatl'], ['KitchenQual', 'Exterior1st'], ['KitchenQual', 'Exterior2nd'], ['KitchenQual', 'MasVnrType'], ['KitchenQual', 'ExterQual'], ['KitchenQual', 'ExterCond'], ['KitchenQual', 'Foundation'], ['KitchenQual', 'BsmtQual'], ['KitchenQual', 'BsmtCond'], ['KitchenQual', 'BsmtExposure'], ['KitchenQual', 'BsmtFinType1'], ['KitchenQual', 'BsmtFinType2'], ['KitchenQual', 'Heating'], ['KitchenQual', 'HeatingQC'], ['KitchenQual', 'CentralAir'], ['KitchenQual', 'Electrical'], ['KitchenQual', 'Functional'], ['KitchenQual', 'FireplaceQu'], ['KitchenQual', 'GarageType'], ['KitchenQual', 'GarageFinish'], ['KitchenQual', 'GarageQual'], ['KitchenQual', 'GarageCond'], ['KitchenQual', 'PavedDrive'], ['KitchenQual', 'PoolQC'], ['KitchenQual', 'Fence'], ['KitchenQual', 'MiscFeature'], ['KitchenQual', 'SaleType'], ['KitchenQual', 'SaleCondition'], ['Functional', 'MSZoning'], ['Functional', 'Street'], ['Functional', 'Alley'], ['Functional', 'LotShape'], ['Functional', 'LandContour'], ['Functional', 'Utilities'], ['Functional', 'LotConfig'], ['Functional', 'LandSlope'], ['Functional', 'Neighborhood'], ['Functional', 'Condition1'], ['Functional', 'Condition2'], ['Functional', 'BldgType'], ['Functional', 'HouseStyle'], ['Functional', 'RoofStyle'], ['Functional', 'RoofMatl'], ['Functional', 'Exterior1st'], ['Functional', 'Exterior2nd'], ['Functional', 'MasVnrType'], ['Functional', 'ExterQual'], ['Functional', 'ExterCond'], ['Functional', 'Foundation'], ['Functional', 'BsmtQual'], ['Functional', 'BsmtCond'], ['Functional', 'BsmtExposure'], ['Functional', 'BsmtFinType1'], ['Functional', 'BsmtFinType2'], ['Functional', 'Heating'], ['Functional', 'HeatingQC'], ['Functional', 'CentralAir'], ['Functional', 'Electrical'], ['Functional', 'KitchenQual'], ['Functional', 'FireplaceQu'], ['Functional', 'GarageType'], ['Functional', 'GarageFinish'], ['Functional', 'GarageQual'], ['Functional', 'GarageCond'], ['Functional', 'PavedDrive'], ['Functional', 'PoolQC'], ['Functional', 'Fence'], ['Functional', 'MiscFeature'], ['Functional', 'SaleType'], ['Functional', 'SaleCondition'], ['FireplaceQu', 'MSZoning'], ['FireplaceQu', 'Street'], ['FireplaceQu', 'Alley'], ['FireplaceQu', 'LotShape'], ['FireplaceQu', 'LandContour'], ['FireplaceQu', 'Utilities'], ['FireplaceQu', 'LotConfig'], ['FireplaceQu', 'LandSlope'], ['FireplaceQu', 'Neighborhood'], ['FireplaceQu', 'Condition1'], ['FireplaceQu', 'Condition2'], ['FireplaceQu', 'BldgType'], ['FireplaceQu', 'HouseStyle'], ['FireplaceQu', 'RoofStyle'], ['FireplaceQu', 'RoofMatl'], ['FireplaceQu', 'Exterior1st'], ['FireplaceQu', 'Exterior2nd'], ['FireplaceQu', 'MasVnrType'], ['FireplaceQu', 'ExterQual'], ['FireplaceQu', 'ExterCond'], ['FireplaceQu', 'Foundation'], ['FireplaceQu', 'BsmtQual'], ['FireplaceQu', 'BsmtCond'], ['FireplaceQu', 'BsmtExposure'], ['FireplaceQu', 'BsmtFinType1'], ['FireplaceQu', 'BsmtFinType2'], ['FireplaceQu', 'Heating'], ['FireplaceQu', 'HeatingQC'], ['FireplaceQu', 'CentralAir'], ['FireplaceQu', 'Electrical'], ['FireplaceQu', 'KitchenQual'], ['FireplaceQu', 'Functional'], ['FireplaceQu', 'GarageType'], ['FireplaceQu', 'GarageFinish'], ['FireplaceQu', 'GarageQual'], ['FireplaceQu', 'GarageCond'], ['FireplaceQu', 'PavedDrive'], ['FireplaceQu', 'PoolQC'], ['FireplaceQu', 'Fence'], ['FireplaceQu', 'MiscFeature'], ['FireplaceQu', 'SaleType'], ['FireplaceQu', 'SaleCondition'], ['GarageType', 'MSZoning'], ['GarageType', 'Street'], ['GarageType', 'Alley'], ['GarageType', 'LotShape'], ['GarageType', 'LandContour'], ['GarageType', 'Utilities'], ['GarageType', 'LotConfig'], ['GarageType', 'LandSlope'], ['GarageType', 'Neighborhood'], ['GarageType', 'Condition1'], ['GarageType', 'Condition2'], ['GarageType', 'BldgType'], ['GarageType', 'HouseStyle'], ['GarageType', 'RoofStyle'], ['GarageType', 'RoofMatl'], ['GarageType', 'Exterior1st'], ['GarageType', 'Exterior2nd'], ['GarageType', 'MasVnrType'], ['GarageType', 'ExterQual'], ['GarageType', 'ExterCond'], ['GarageType', 'Foundation'], ['GarageType', 'BsmtQual'], ['GarageType', 'BsmtCond'], ['GarageType', 'BsmtExposure'], ['GarageType', 'BsmtFinType1'], ['GarageType', 'BsmtFinType2'], ['GarageType', 'Heating'], ['GarageType', 'HeatingQC'], ['GarageType', 'CentralAir'], ['GarageType', 'Electrical'], ['GarageType', 'KitchenQual'], ['GarageType', 'Functional'], ['GarageType', 'FireplaceQu'], ['GarageType', 'GarageFinish'], ['GarageType', 'GarageQual'], ['GarageType', 'GarageCond'], ['GarageType', 'PavedDrive'], ['GarageType', 'PoolQC'], ['GarageType', 'Fence'], ['GarageType', 'MiscFeature'], ['GarageType', 'SaleType'], ['GarageType', 'SaleCondition'], ['GarageFinish', 'MSZoning'], ['GarageFinish', 'Street'], ['GarageFinish', 'Alley'], ['GarageFinish', 'LotShape'], ['GarageFinish', 'LandContour'], ['GarageFinish', 'Utilities'], ['GarageFinish', 'LotConfig'], ['GarageFinish', 'LandSlope'], ['GarageFinish', 'Neighborhood'], ['GarageFinish', 'Condition1'], ['GarageFinish', 'Condition2'], ['GarageFinish', 'BldgType'], ['GarageFinish', 'HouseStyle'], ['GarageFinish', 'RoofStyle'], ['GarageFinish', 'RoofMatl'], ['GarageFinish', 'Exterior1st'], ['GarageFinish', 'Exterior2nd'], ['GarageFinish', 'MasVnrType'], ['GarageFinish', 'ExterQual'], ['GarageFinish', 'ExterCond'], ['GarageFinish', 'Foundation'], ['GarageFinish', 'BsmtQual'], ['GarageFinish', 'BsmtCond'], ['GarageFinish', 'BsmtExposure'], ['GarageFinish', 'BsmtFinType1'], ['GarageFinish', 'BsmtFinType2'], ['GarageFinish', 'Heating'], ['GarageFinish', 'HeatingQC'], ['GarageFinish', 'CentralAir'], ['GarageFinish', 'Electrical'], ['GarageFinish', 'KitchenQual'], ['GarageFinish', 'Functional'], ['GarageFinish', 'FireplaceQu'], ['GarageFinish', 'GarageType'], ['GarageFinish', 'GarageQual'], ['GarageFinish', 'GarageCond'], ['GarageFinish', 'PavedDrive'], ['GarageFinish', 'PoolQC'], ['GarageFinish', 'Fence'], ['GarageFinish', 'MiscFeature'], ['GarageFinish', 'SaleType'], ['GarageFinish', 'SaleCondition'], ['GarageQual', 'MSZoning'], ['GarageQual', 'Street'], ['GarageQual', 'Alley'], ['GarageQual', 'LotShape'], ['GarageQual', 'LandContour'], ['GarageQual', 'Utilities'], ['GarageQual', 'LotConfig'], ['GarageQual', 'LandSlope'], ['GarageQual', 'Neighborhood'], ['GarageQual', 'Condition1'], ['GarageQual', 'Condition2'], ['GarageQual', 'BldgType'], ['GarageQual', 'HouseStyle'], ['GarageQual', 'RoofStyle'], ['GarageQual', 'RoofMatl'], ['GarageQual', 'Exterior1st'], ['GarageQual', 'Exterior2nd'], ['GarageQual', 'MasVnrType'], ['GarageQual', 'ExterQual'], ['GarageQual', 'ExterCond'], ['GarageQual', 'Foundation'], ['GarageQual', 'BsmtQual'], ['GarageQual', 'BsmtCond'], ['GarageQual', 'BsmtExposure'], ['GarageQual', 'BsmtFinType1'], ['GarageQual', 'BsmtFinType2'], ['GarageQual', 'Heating'], ['GarageQual', 'HeatingQC'], ['GarageQual', 'CentralAir'], ['GarageQual', 'Electrical'], ['GarageQual', 'KitchenQual'], ['GarageQual', 'Functional'], ['GarageQual', 'FireplaceQu'], ['GarageQual', 'GarageType'], ['GarageQual', 'GarageFinish'], ['GarageQual', 'GarageCond'], ['GarageQual', 'PavedDrive'], ['GarageQual', 'PoolQC'], ['GarageQual', 'Fence'], ['GarageQual', 'MiscFeature'], ['GarageQual', 'SaleType'], ['GarageQual', 'SaleCondition'], ['GarageCond', 'MSZoning'], ['GarageCond', 'Street'], ['GarageCond', 'Alley'], ['GarageCond', 'LotShape'], ['GarageCond', 'LandContour'], ['GarageCond', 'Utilities'], ['GarageCond', 'LotConfig'], ['GarageCond', 'LandSlope'], ['GarageCond', 'Neighborhood'], ['GarageCond', 'Condition1'], ['GarageCond', 'Condition2'], ['GarageCond', 'BldgType'], ['GarageCond', 'HouseStyle'], ['GarageCond', 'RoofStyle'], ['GarageCond', 'RoofMatl'], ['GarageCond', 'Exterior1st'], ['GarageCond', 'Exterior2nd'], ['GarageCond', 'MasVnrType'], ['GarageCond', 'ExterQual'], ['GarageCond', 'ExterCond'], ['GarageCond', 'Foundation'], ['GarageCond', 'BsmtQual'], ['GarageCond', 'BsmtCond'], ['GarageCond', 'BsmtExposure'], ['GarageCond', 'BsmtFinType1'], ['GarageCond', 'BsmtFinType2'], ['GarageCond', 'Heating'], ['GarageCond', 'HeatingQC'], ['GarageCond', 'CentralAir'], ['GarageCond', 'Electrical'], ['GarageCond', 'KitchenQual'], ['GarageCond', 'Functional'], ['GarageCond', 'FireplaceQu'], ['GarageCond', 'GarageType'], ['GarageCond', 'GarageFinish'], ['GarageCond', 'GarageQual'], ['GarageCond', 'PavedDrive'], ['GarageCond', 'PoolQC'], ['GarageCond', 'Fence'], ['GarageCond', 'MiscFeature'], ['GarageCond', 'SaleType'], ['GarageCond', 'SaleCondition'], ['PavedDrive', 'MSZoning'], ['PavedDrive', 'Street'], ['PavedDrive', 'Alley'], ['PavedDrive', 'LotShape'], ['PavedDrive', 'LandContour'], ['PavedDrive', 'Utilities'], ['PavedDrive', 'LotConfig'], ['PavedDrive', 'LandSlope'], ['PavedDrive', 'Neighborhood'], ['PavedDrive', 'Condition1'], ['PavedDrive', 'Condition2'], ['PavedDrive', 'BldgType'], ['PavedDrive', 'HouseStyle'], ['PavedDrive', 'RoofStyle'], ['PavedDrive', 'RoofMatl'], ['PavedDrive', 'Exterior1st'], ['PavedDrive', 'Exterior2nd'], ['PavedDrive', 'MasVnrType'], ['PavedDrive', 'ExterQual'], ['PavedDrive', 'ExterCond'], ['PavedDrive', 'Foundation'], ['PavedDrive', 'BsmtQual'], ['PavedDrive', 'BsmtCond'], ['PavedDrive', 'BsmtExposure'], ['PavedDrive', 'BsmtFinType1'], ['PavedDrive', 'BsmtFinType2'], ['PavedDrive', 'Heating'], ['PavedDrive', 'HeatingQC'], ['PavedDrive', 'CentralAir'], ['PavedDrive', 'Electrical'], ['PavedDrive', 'KitchenQual'], ['PavedDrive', 'Functional'], ['PavedDrive', 'FireplaceQu'], ['PavedDrive', 'GarageType'], ['PavedDrive', 'GarageFinish'], ['PavedDrive', 'GarageQual'], ['PavedDrive', 'GarageCond'], ['PavedDrive', 'PoolQC'], ['PavedDrive', 'Fence'], ['PavedDrive', 'MiscFeature'], ['PavedDrive', 'SaleType'], ['PavedDrive', 'SaleCondition'], ['PoolQC', 'MSZoning'], ['PoolQC', 'Street'], ['PoolQC', 'Alley'], ['PoolQC', 'LotShape'], ['PoolQC', 'LandContour'], ['PoolQC', 'Utilities'], ['PoolQC', 'LotConfig'], ['PoolQC', 'LandSlope'], ['PoolQC', 'Neighborhood'], ['PoolQC', 'Condition1'], ['PoolQC', 'Condition2'], ['PoolQC', 'BldgType'], ['PoolQC', 'HouseStyle'], ['PoolQC', 'RoofStyle'], ['PoolQC', 'RoofMatl'], ['PoolQC', 'Exterior1st'], ['PoolQC', 'Exterior2nd'], ['PoolQC', 'MasVnrType'], ['PoolQC', 'ExterQual'], ['PoolQC', 'ExterCond'], ['PoolQC', 'Foundation'], ['PoolQC', 'BsmtQual'], ['PoolQC', 'BsmtCond'], ['PoolQC', 'BsmtExposure'], ['PoolQC', 'BsmtFinType1'], ['PoolQC', 'BsmtFinType2'], ['PoolQC', 'Heating'], ['PoolQC', 'HeatingQC'], ['PoolQC', 'CentralAir'], ['PoolQC', 'Electrical'], ['PoolQC', 'KitchenQual'], ['PoolQC', 'Functional'], ['PoolQC', 'FireplaceQu'], ['PoolQC', 'GarageType'], ['PoolQC', 'GarageFinish'], ['PoolQC', 'GarageQual'], ['PoolQC', 'GarageCond'], ['PoolQC', 'PavedDrive'], ['PoolQC', 'Fence'], ['PoolQC', 'MiscFeature'], ['PoolQC', 'SaleType'], ['PoolQC', 'SaleCondition'], ['Fence', 'MSZoning'], ['Fence', 'Street'], ['Fence', 'Alley'], ['Fence', 'LotShape'], ['Fence', 'LandContour'], ['Fence', 'Utilities'], ['Fence', 'LotConfig'], ['Fence', 'LandSlope'], ['Fence', 'Neighborhood'], ['Fence', 'Condition1'], ['Fence', 'Condition2'], ['Fence', 'BldgType'], ['Fence', 'HouseStyle'], ['Fence', 'RoofStyle'], ['Fence', 'RoofMatl'], ['Fence', 'Exterior1st'], ['Fence', 'Exterior2nd'], ['Fence', 'MasVnrType'], ['Fence', 'ExterQual'], ['Fence', 'ExterCond'], ['Fence', 'Foundation'], ['Fence', 'BsmtQual'], ['Fence', 'BsmtCond'], ['Fence', 'BsmtExposure'], ['Fence', 'BsmtFinType1'], ['Fence', 'BsmtFinType2'], ['Fence', 'Heating'], ['Fence', 'HeatingQC'], ['Fence', 'CentralAir'], ['Fence', 'Electrical'], ['Fence', 'KitchenQual'], ['Fence', 'Functional'], ['Fence', 'FireplaceQu'], ['Fence', 'GarageType'], ['Fence', 'GarageFinish'], ['Fence', 'GarageQual'], ['Fence', 'GarageCond'], ['Fence', 'PavedDrive'], ['Fence', 'PoolQC'], ['Fence', 'MiscFeature'], ['Fence', 'SaleType'], ['Fence', 'SaleCondition'], ['MiscFeature', 'MSZoning'], ['MiscFeature', 'Street'], ['MiscFeature', 'Alley'], ['MiscFeature', 'LotShape'], ['MiscFeature', 'LandContour'], ['MiscFeature', 'Utilities'], ['MiscFeature', 'LotConfig'], ['MiscFeature', 'LandSlope'], ['MiscFeature', 'Neighborhood'], ['MiscFeature', 'Condition1'], ['MiscFeature', 'Condition2'], ['MiscFeature', 'BldgType'], ['MiscFeature', 'HouseStyle'], ['MiscFeature', 'RoofStyle'], ['MiscFeature', 'RoofMatl'], ['MiscFeature', 'Exterior1st'], ['MiscFeature', 'Exterior2nd'], ['MiscFeature', 'MasVnrType'], ['MiscFeature', 'ExterQual'], ['MiscFeature', 'ExterCond'], ['MiscFeature', 'Foundation'], ['MiscFeature', 'BsmtQual'], ['MiscFeature', 'BsmtCond'], ['MiscFeature', 'BsmtExposure'], ['MiscFeature', 'BsmtFinType1'], ['MiscFeature', 'BsmtFinType2'], ['MiscFeature', 'Heating'], ['MiscFeature', 'HeatingQC'], ['MiscFeature', 'CentralAir'], ['MiscFeature', 'Electrical'], ['MiscFeature', 'KitchenQual'], ['MiscFeature', 'Functional'], ['MiscFeature', 'FireplaceQu'], ['MiscFeature', 'GarageType'], ['MiscFeature', 'GarageFinish'], ['MiscFeature', 'GarageQual'], ['MiscFeature', 'GarageCond'], ['MiscFeature', 'PavedDrive'], ['MiscFeature', 'PoolQC'], ['MiscFeature', 'Fence'], ['MiscFeature', 'SaleType'], ['MiscFeature', 'SaleCondition'], ['SaleType', 'MSZoning'], ['SaleType', 'Street'], ['SaleType', 'Alley'], ['SaleType', 'LotShape'], ['SaleType', 'LandContour'], ['SaleType', 'Utilities'], ['SaleType', 'LotConfig'], ['SaleType', 'LandSlope'], ['SaleType', 'Neighborhood'], ['SaleType', 'Condition1'], ['SaleType', 'Condition2'], ['SaleType', 'BldgType'], ['SaleType', 'HouseStyle'], ['SaleType', 'RoofStyle'], ['SaleType', 'RoofMatl'], ['SaleType', 'Exterior1st'], ['SaleType', 'Exterior2nd'], ['SaleType', 'MasVnrType'], ['SaleType', 'ExterQual'], ['SaleType', 'ExterCond'], ['SaleType', 'Foundation'], ['SaleType', 'BsmtQual'], ['SaleType', 'BsmtCond'], ['SaleType', 'BsmtExposure'], ['SaleType', 'BsmtFinType1'], ['SaleType', 'BsmtFinType2'], ['SaleType', 'Heating'], ['SaleType', 'HeatingQC'], ['SaleType', 'CentralAir'], ['SaleType', 'Electrical'], ['SaleType', 'KitchenQual'], ['SaleType', 'Functional'], ['SaleType', 'FireplaceQu'], ['SaleType', 'GarageType'], ['SaleType', 'GarageFinish'], ['SaleType', 'GarageQual'], ['SaleType', 'GarageCond'], ['SaleType', 'PavedDrive'], ['SaleType', 'PoolQC'], ['SaleType', 'Fence'], ['SaleType', 'MiscFeature'], ['SaleType', 'SaleCondition'], ['SaleCondition', 'MSZoning'], ['SaleCondition', 'Street'], ['SaleCondition', 'Alley'], ['SaleCondition', 'LotShape'], ['SaleCondition', 'LandContour'], ['SaleCondition', 'Utilities'], ['SaleCondition', 'LotConfig'], ['SaleCondition', 'LandSlope'], ['SaleCondition', 'Neighborhood'], ['SaleCondition', 'Condition1'], ['SaleCondition', 'Condition2'], ['SaleCondition', 'BldgType'], ['SaleCondition', 'HouseStyle'], ['SaleCondition', 'RoofStyle'], ['SaleCondition', 'RoofMatl'], ['SaleCondition', 'Exterior1st'], ['SaleCondition', 'Exterior2nd'], ['SaleCondition', 'MasVnrType'], ['SaleCondition', 'ExterQual'], ['SaleCondition', 'ExterCond'], ['SaleCondition', 'Foundation'], ['SaleCondition', 'BsmtQual'], ['SaleCondition', 'BsmtCond'], ['SaleCondition', 'BsmtExposure'], ['SaleCondition', 'BsmtFinType1'], ['SaleCondition', 'BsmtFinType2'], ['SaleCondition', 'Heating'], ['SaleCondition', 'HeatingQC'], ['SaleCondition', 'CentralAir'], ['SaleCondition', 'Electrical'], ['SaleCondition', 'KitchenQual'], ['SaleCondition', 'Functional'], ['SaleCondition', 'FireplaceQu'], ['SaleCondition', 'GarageType'], ['SaleCondition', 'GarageFinish'], ['SaleCondition', 'GarageQual'], ['SaleCondition', 'GarageCond'], ['SaleCondition', 'PavedDrive'], ['SaleCondition', 'PoolQC'], ['SaleCondition', 'Fence'], ['SaleCondition', 'MiscFeature'], ['SaleCondition', 'SaleType'], ['MSZoning'], ['Street'], ['Alley'], ['LotShape'], ['LandContour'], ['Utilities'], ['LotConfig'], ['LandSlope'], ['Neighborhood'], ['Condition1'], ['Condition2'], ['BldgType'], ['HouseStyle'], ['RoofStyle'], ['RoofMatl'], ['Exterior1st'], ['Exterior2nd'], ['MasVnrType'], ['ExterQual'], ['ExterCond'], ['Foundation'], ['BsmtQual'], ['BsmtCond'], ['BsmtExposure'], ['BsmtFinType1'], ['BsmtFinType2'], ['Heating'], ['HeatingQC'], ['CentralAir'], ['Electrical'], ['KitchenQual'], ['Functional'], ['FireplaceQu'], ['GarageType'], ['GarageFinish'], ['GarageQual'], ['GarageCond'], ['PavedDrive'], ['PoolQC'], ['Fence'], ['MiscFeature'], ['SaleType'], ['SaleCondition']]\n",
      "100%|██████████| 81/81 [00:00<00:00, 654.05it/s]\n",
      "   INFO ->  label_encoder_list: ['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual', 'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature', 'SaleType', 'SaleCondition']\n",
      "   INFO ->  feature combination\n",
      "   INFO ->  Memory usage of dataframe is 182.06 MB\n",
      "   INFO ->  Memory usage after optimization is: 51.55 MB\n",
      "   INFO ->  Decreased by 71.7%\n",
      "   INFO ->  shape of FE_all: (2919, 9928), shape of train: (1460, 9928), shape of test: (1459, 9928)\n",
      "   INFO ->  feature filter\n",
      "100%|██████████| 9928/9928 [01:21<00:00, 121.15it/s]\n",
      "   INFO ->  filtered features: ['Id', 'SalePrice', 'COUNT_Alley__PoolQC', 'COUNT_PoolQC__Alley', 'COUNT_PoolQC__MiscFeature', 'COUNT_MiscFeature__PoolQC']\n",
      "   INFO ->  used_features: ['MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType', 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC', 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType', 'SaleCondition', 'COUNT_MSZoning__Street', 'COUNT_MSZoning__Alley', 'COUNT_MSZoning__LotShape', 'COUNT_MSZoning__LandContour', 'COUNT_MSZoning__Utilities', 'COUNT_MSZoning__LotConfig', 'COUNT_MSZoning__LandSlope', 'COUNT_MSZoning__Neighborhood', 'COUNT_MSZoning__Condition1', 'COUNT_MSZoning__Condition2', 'COUNT_MSZoning__BldgType', 'COUNT_MSZoning__HouseStyle', 'COUNT_MSZoning__RoofStyle', 'COUNT_MSZoning__RoofMatl', 'COUNT_MSZoning__Exterior1st', 'COUNT_MSZoning__Exterior2nd', 'COUNT_MSZoning__MasVnrType', 'COUNT_MSZoning__ExterQual', 'COUNT_MSZoning__ExterCond', 'COUNT_MSZoning__Foundation', 'COUNT_MSZoning__BsmtQual', 'COUNT_MSZoning__BsmtCond', 'COUNT_MSZoning__BsmtExposure', 'COUNT_MSZoning__BsmtFinType1', 'COUNT_MSZoning__BsmtFinType2', 'COUNT_MSZoning__Heating', 'COUNT_MSZoning__HeatingQC', 'COUNT_MSZoning__CentralAir', 'COUNT_MSZoning__Electrical', 'COUNT_MSZoning__KitchenQual', 'COUNT_MSZoning__Functional', 'COUNT_MSZoning__FireplaceQu', 'COUNT_MSZoning__GarageType', 'COUNT_MSZoning__GarageFinish', 'COUNT_MSZoning__GarageQual', 'COUNT_MSZoning__GarageCond', 'COUNT_MSZoning__PavedDrive', 'COUNT_MSZoning__PoolQC', 'COUNT_MSZoning__Fence', 'COUNT_MSZoning__MiscFeature', 'COUNT_MSZoning__SaleType', 'COUNT_MSZoning__SaleCondition', 'COUNT_Street__MSZoning', 'COUNT_Street__Alley', 'COUNT_Street__LotShape', 'COUNT_Street__LandContour', 'COUNT_Street__Utilities', 'COUNT_Street__LotConfig', 'COUNT_Street__LandSlope', 'COUNT_Street__Neighborhood', 'COUNT_Street__Condition1', 'COUNT_Street__Condition2', 'COUNT_Street__BldgType', 'COUNT_Street__HouseStyle', 'COUNT_Street__RoofStyle', 'COUNT_Street__RoofMatl', 'COUNT_Street__Exterior1st', 'COUNT_Street__Exterior2nd', 'COUNT_Street__MasVnrType', 'COUNT_Street__ExterQual', 'COUNT_Street__ExterCond', 'COUNT_Street__Foundation', 'COUNT_Street__BsmtQual', 'COUNT_Street__BsmtCond', 'COUNT_Street__BsmtExposure', 'COUNT_Street__BsmtFinType1', 'COUNT_Street__BsmtFinType2', 'COUNT_Street__Heating', 'COUNT_Street__HeatingQC', 'COUNT_Street__CentralAir', 'COUNT_Street__Electrical', 'COUNT_Street__KitchenQual', 'COUNT_Street__Functional', 'COUNT_Street__FireplaceQu', 'COUNT_Street__GarageType', 'COUNT_Street__GarageFinish', 'COUNT_Street__GarageQual', 'COUNT_Street__GarageCond', 'COUNT_Street__PavedDrive', 'COUNT_Street__PoolQC', 'COUNT_Street__Fence', 'COUNT_Street__MiscFeature', 'COUNT_Street__SaleType', 'COUNT_Street__SaleCondition', 'COUNT_Alley__MSZoning', 'COUNT_Alley__Street', 'COUNT_Alley__LotShape', 'COUNT_Alley__LandContour', 'COUNT_Alley__Utilities', 'COUNT_Alley__LotConfig', 'COUNT_Alley__LandSlope', 'COUNT_Alley__Neighborhood', 'COUNT_Alley__Condition1', 'COUNT_Alley__Condition2', 'COUNT_Alley__BldgType', 'COUNT_Alley__HouseStyle', 'COUNT_Alley__RoofStyle', 'COUNT_Alley__RoofMatl', 'COUNT_Alley__Exterior1st', 'COUNT_Alley__Exterior2nd', 'COUNT_Alley__MasVnrType', 'COUNT_Alley__ExterQual', 'COUNT_Alley__ExterCond', 'COUNT_Alley__Foundation', 'COUNT_Alley__BsmtQual', 'COUNT_Alley__BsmtCond', 'COUNT_Alley__BsmtExposure', 'COUNT_Alley__BsmtFinType1', 'COUNT_Alley__BsmtFinType2', 'COUNT_Alley__Heating', 'COUNT_Alley__HeatingQC', 'COUNT_Alley__CentralAir', 'COUNT_Alley__Electrical', 'COUNT_Alley__KitchenQual', 'COUNT_Alley__Functional', 'COUNT_Alley__FireplaceQu', 'COUNT_Alley__GarageType', 'COUNT_Alley__GarageFinish', 'COUNT_Alley__GarageQual', 'COUNT_Alley__GarageCond', 'COUNT_Alley__PavedDrive', 'COUNT_Alley__Fence', 'COUNT_Alley__MiscFeature', 'COUNT_Alley__SaleType', 'COUNT_Alley__SaleCondition', 'COUNT_LotShape__MSZoning', 'COUNT_LotShape__Street', 'COUNT_LotShape__Alley', 'COUNT_LotShape__LandContour', 'COUNT_LotShape__Utilities', 'COUNT_LotShape__LotConfig', 'COUNT_LotShape__LandSlope', 'COUNT_LotShape__Neighborhood', 'COUNT_LotShape__Condition1', 'COUNT_LotShape__Condition2', 'COUNT_LotShape__BldgType', 'COUNT_LotShape__HouseStyle', 'COUNT_LotShape__RoofStyle', 'COUNT_LotShape__RoofMatl', 'COUNT_LotShape__Exterior1st', 'COUNT_LotShape__Exterior2nd', 'COUNT_LotShape__MasVnrType', 'COUNT_LotShape__ExterQual', 'COUNT_LotShape__ExterCond', 'COUNT_LotShape__Foundation', 'COUNT_LotShape__BsmtQual', 'COUNT_LotShape__BsmtCond', 'COUNT_LotShape__BsmtExposure', 'COUNT_LotShape__BsmtFinType1', 'COUNT_LotShape__BsmtFinType2', 'COUNT_LotShape__Heating', 'COUNT_LotShape__HeatingQC', 'COUNT_LotShape__CentralAir', 'COUNT_LotShape__Electrical', 'COUNT_LotShape__KitchenQual', 'COUNT_LotShape__Functional', 'COUNT_LotShape__FireplaceQu', 'COUNT_LotShape__GarageType', 'COUNT_LotShape__GarageFinish', 'COUNT_LotShape__GarageQual', 'COUNT_LotShape__GarageCond', 'COUNT_LotShape__PavedDrive', 'COUNT_LotShape__PoolQC', 'COUNT_LotShape__Fence', 'COUNT_LotShape__MiscFeature', 'COUNT_LotShape__SaleType', 'COUNT_LotShape__SaleCondition', 'COUNT_LandContour__MSZoning', 'COUNT_LandContour__Street', 'COUNT_LandContour__Alley', 'COUNT_LandContour__LotShape', 'COUNT_LandContour__Utilities', 'COUNT_LandContour__LotConfig', 'COUNT_LandContour__LandSlope', 'COUNT_LandContour__Neighborhood', 'COUNT_LandContour__Condition1', 'COUNT_LandContour__Condition2', 'COUNT_LandContour__BldgType', 'COUNT_LandContour__HouseStyle', 'COUNT_LandContour__RoofStyle', 'COUNT_LandContour__RoofMatl', 'COUNT_LandContour__Exterior1st', 'COUNT_LandContour__Exterior2nd', 'COUNT_LandContour__MasVnrType', 'COUNT_LandContour__ExterQual', 'COUNT_LandContour__ExterCond', 'COUNT_LandContour__Foundation', 'COUNT_LandContour__BsmtQual', 'COUNT_LandContour__BsmtCond', 'COUNT_LandContour__BsmtExposure', 'COUNT_LandContour__BsmtFinType1', 'COUNT_LandContour__BsmtFinType2', 'COUNT_LandContour__Heating', 'COUNT_LandContour__HeatingQC', 'COUNT_LandContour__CentralAir', 'COUNT_LandContour__Electrical', 'COUNT_LandContour__KitchenQual', 'COUNT_LandContour__Functional', 'COUNT_LandContour__FireplaceQu', 'COUNT_LandContour__GarageType', 'COUNT_LandContour__GarageFinish', 'COUNT_LandContour__GarageQual', 'COUNT_LandContour__GarageCond', 'COUNT_LandContour__PavedDrive', 'COUNT_LandContour__PoolQC', 'COUNT_LandContour__Fence', 'COUNT_LandContour__MiscFeature', 'COUNT_LandContour__SaleType', 'COUNT_LandContour__SaleCondition', 'COUNT_Utilities__MSZoning', 'COUNT_Utilities__Street', 'COUNT_Utilities__Alley', 'COUNT_Utilities__LotShape', 'COUNT_Utilities__LandContour', 'COUNT_Utilities__LotConfig', 'COUNT_Utilities__LandSlope', 'COUNT_Utilities__Neighborhood', 'COUNT_Utilities__Condition1', 'COUNT_Utilities__Condition2', 'COUNT_Utilities__BldgType', 'COUNT_Utilities__HouseStyle', 'COUNT_Utilities__RoofStyle', 'COUNT_Utilities__RoofMatl', 'COUNT_Utilities__Exterior1st', 'COUNT_Utilities__Exterior2nd', 'COUNT_Utilities__MasVnrType', 'COUNT_Utilities__ExterQual', 'COUNT_Utilities__ExterCond', 'COUNT_Utilities__Foundation', 'COUNT_Utilities__BsmtQual', 'COUNT_Utilities__BsmtCond', 'COUNT_Utilities__BsmtExposure', 'COUNT_Utilities__BsmtFinType1', 'COUNT_Utilities__BsmtFinType2', 'COUNT_Utilities__Heating', 'COUNT_Utilities__HeatingQC', 'COUNT_Utilities__CentralAir', 'COUNT_Utilities__Electrical', 'COUNT_Utilities__KitchenQual', 'COUNT_Utilities__Functional', 'COUNT_Utilities__FireplaceQu', 'COUNT_Utilities__GarageType', 'COUNT_Utilities__GarageFinish', 'COUNT_Utilities__GarageQual', 'COUNT_Utilities__GarageCond', 'COUNT_Utilities__PavedDrive', 'COUNT_Utilities__PoolQC', 'COUNT_Utilities__Fence', 'COUNT_Utilities__MiscFeature', 'COUNT_Utilities__SaleType', 'COUNT_Utilities__SaleCondition', 'COUNT_LotConfig__MSZoning', 'COUNT_LotConfig__Street', 'COUNT_LotConfig__Alley', 'COUNT_LotConfig__LotShape', 'COUNT_LotConfig__LandContour', 'COUNT_LotConfig__Utilities', 'COUNT_LotConfig__LandSlope', 'COUNT_LotConfig__Neighborhood', 'COUNT_LotConfig__Condition1', 'COUNT_LotConfig__Condition2', 'COUNT_LotConfig__BldgType', 'COUNT_LotConfig__HouseStyle', 'COUNT_LotConfig__RoofStyle', 'COUNT_LotConfig__RoofMatl', 'COUNT_LotConfig__Exterior1st', 'COUNT_LotConfig__Exterior2nd', 'COUNT_LotConfig__MasVnrType', 'COUNT_LotConfig__ExterQual', 'COUNT_LotConfig__ExterCond', 'COUNT_LotConfig__Foundation', 'COUNT_LotConfig__BsmtQual', 'COUNT_LotConfig__BsmtCond', 'COUNT_LotConfig__BsmtExposure', 'COUNT_LotConfig__BsmtFinType1', 'COUNT_LotConfig__BsmtFinType2', 'COUNT_LotConfig__Heating', 'COUNT_LotConfig__HeatingQC', 'COUNT_LotConfig__CentralAir', 'COUNT_LotConfig__Electrical', 'COUNT_LotConfig__KitchenQual', 'COUNT_LotConfig__Functional', 'COUNT_LotConfig__FireplaceQu', 'COUNT_LotConfig__GarageType', 'COUNT_LotConfig__GarageFinish', 'COUNT_LotConfig__GarageQual', 'COUNT_LotConfig__GarageCond', 'COUNT_LotConfig__PavedDrive', 'COUNT_LotConfig__PoolQC', 'COUNT_LotConfig__Fence', 'COUNT_LotConfig__MiscFeature', 'COUNT_LotConfig__SaleType', 'COUNT_LotConfig__SaleCondition', 'COUNT_LandSlope__MSZoning', 'COUNT_LandSlope__Street', 'COUNT_LandSlope__Alley', 'COUNT_LandSlope__LotShape', 'COUNT_LandSlope__LandContour', 'COUNT_LandSlope__Utilities', 'COUNT_LandSlope__LotConfig', 'COUNT_LandSlope__Neighborhood', 'COUNT_LandSlope__Condition1', 'COUNT_LandSlope__Condition2', 'COUNT_LandSlope__BldgType', 'COUNT_LandSlope__HouseStyle', 'COUNT_LandSlope__RoofStyle', 'COUNT_LandSlope__RoofMatl', 'COUNT_LandSlope__Exterior1st', 'COUNT_LandSlope__Exterior2nd', 'COUNT_LandSlope__MasVnrType', 'COUNT_LandSlope__ExterQual', 'COUNT_LandSlope__ExterCond', 'COUNT_LandSlope__Foundation', 'COUNT_LandSlope__BsmtQual', 'COUNT_LandSlope__BsmtCond', 'COUNT_LandSlope__BsmtExposure', 'COUNT_LandSlope__BsmtFinType1', 'COUNT_LandSlope__BsmtFinType2', 'COUNT_LandSlope__Heating', 'COUNT_LandSlope__HeatingQC', 'COUNT_LandSlope__CentralAir', 'COUNT_LandSlope__Electrical', 'COUNT_LandSlope__KitchenQual', 'COUNT_LandSlope__Functional', 'COUNT_LandSlope__FireplaceQu', 'COUNT_LandSlope__GarageType', 'COUNT_LandSlope__GarageFinish', 'COUNT_LandSlope__GarageQual', 'COUNT_LandSlope__GarageCond', 'COUNT_LandSlope__PavedDrive', 'COUNT_LandSlope__PoolQC', 'COUNT_LandSlope__Fence', 'COUNT_LandSlope__MiscFeature', 'COUNT_LandSlope__SaleType', 'COUNT_LandSlope__SaleCondition', 'COUNT_Neighborhood__MSZoning', 'COUNT_Neighborhood__Street', 'COUNT_Neighborhood__Alley', 'COUNT_Neighborhood__LotShape', 'COUNT_Neighborhood__LandContour', 'COUNT_Neighborhood__Utilities', 'COUNT_Neighborhood__LotConfig', 'COUNT_Neighborhood__LandSlope', 'COUNT_Neighborhood__Condition1', 'COUNT_Neighborhood__Condition2', 'COUNT_Neighborhood__BldgType', 'COUNT_Neighborhood__HouseStyle', 'COUNT_Neighborhood__RoofStyle', 'COUNT_Neighborhood__RoofMatl', 'COUNT_Neighborhood__Exterior1st', 'COUNT_Neighborhood__Exterior2nd', 'COUNT_Neighborhood__MasVnrType', 'COUNT_Neighborhood__ExterQual', 'COUNT_Neighborhood__ExterCond', 'COUNT_Neighborhood__Foundation', 'COUNT_Neighborhood__BsmtQual', 'COUNT_Neighborhood__BsmtCond', 'COUNT_Neighborhood__BsmtExposure', 'COUNT_Neighborhood__BsmtFinType1', 'COUNT_Neighborhood__BsmtFinType2', 'COUNT_Neighborhood__Heating', 'COUNT_Neighborhood__HeatingQC', 'COUNT_Neighborhood__CentralAir', 'COUNT_Neighborhood__Electrical', 'COUNT_Neighborhood__KitchenQual', 'COUNT_Neighborhood__Functional', 'COUNT_Neighborhood__FireplaceQu', 'COUNT_Neighborhood__GarageType', 'COUNT_Neighborhood__GarageFinish', 'COUNT_Neighborhood__GarageQual', 'COUNT_Neighborhood__GarageCond', 'COUNT_Neighborhood__PavedDrive', 'COUNT_Neighborhood__PoolQC', 'COUNT_Neighborhood__Fence', 'COUNT_Neighborhood__MiscFeature', 'COUNT_Neighborhood__SaleType', 'COUNT_Neighborhood__SaleCondition', 'COUNT_Condition1__MSZoning', 'COUNT_Condition1__Street', 'COUNT_Condition1__Alley', 'COUNT_Condition1__LotShape', 'COUNT_Condition1__LandContour', 'COUNT_Condition1__Utilities', 'COUNT_Condition1__LotConfig', 'COUNT_Condition1__LandSlope', 'COUNT_Condition1__Neighborhood', 'COUNT_Condition1__Condition2', 'COUNT_Condition1__BldgType', 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'COUNT_BsmtFinType2__Street', 'COUNT_BsmtFinType2__Alley', 'COUNT_BsmtFinType2__LotShape', 'COUNT_BsmtFinType2__LandContour', 'COUNT_BsmtFinType2__Utilities', 'COUNT_BsmtFinType2__LotConfig', 'COUNT_BsmtFinType2__LandSlope', 'COUNT_BsmtFinType2__Neighborhood', 'COUNT_BsmtFinType2__Condition1', 'COUNT_BsmtFinType2__Condition2', 'COUNT_BsmtFinType2__BldgType', 'COUNT_BsmtFinType2__HouseStyle', 'COUNT_BsmtFinType2__RoofStyle', 'COUNT_BsmtFinType2__RoofMatl', 'COUNT_BsmtFinType2__Exterior1st', 'COUNT_BsmtFinType2__Exterior2nd', 'COUNT_BsmtFinType2__MasVnrType', 'COUNT_BsmtFinType2__ExterQual', 'COUNT_BsmtFinType2__ExterCond', 'COUNT_BsmtFinType2__Foundation', 'COUNT_BsmtFinType2__BsmtQual', 'COUNT_BsmtFinType2__BsmtCond', 'COUNT_BsmtFinType2__BsmtExposure', 'COUNT_BsmtFinType2__BsmtFinType1', 'COUNT_BsmtFinType2__Heating', 'COUNT_BsmtFinType2__HeatingQC', 'COUNT_BsmtFinType2__CentralAir', 'COUNT_BsmtFinType2__Electrical', 'COUNT_BsmtFinType2__KitchenQual', 'COUNT_BsmtFinType2__Functional', 'COUNT_BsmtFinType2__FireplaceQu', 'COUNT_BsmtFinType2__GarageType', 'COUNT_BsmtFinType2__GarageFinish', 'COUNT_BsmtFinType2__GarageQual', 'COUNT_BsmtFinType2__GarageCond', 'COUNT_BsmtFinType2__PavedDrive', 'COUNT_BsmtFinType2__PoolQC', 'COUNT_BsmtFinType2__Fence', 'COUNT_BsmtFinType2__MiscFeature', 'COUNT_BsmtFinType2__SaleType', 'COUNT_BsmtFinType2__SaleCondition', 'COUNT_Heating__MSZoning', 'COUNT_Heating__Street', 'COUNT_Heating__Alley', 'COUNT_Heating__LotShape', 'COUNT_Heating__LandContour', 'COUNT_Heating__Utilities', 'COUNT_Heating__LotConfig', 'COUNT_Heating__LandSlope', 'COUNT_Heating__Neighborhood', 'COUNT_Heating__Condition1', 'COUNT_Heating__Condition2', 'COUNT_Heating__BldgType', 'COUNT_Heating__HouseStyle', 'COUNT_Heating__RoofStyle', 'COUNT_Heating__RoofMatl', 'COUNT_Heating__Exterior1st', 'COUNT_Heating__Exterior2nd', 'COUNT_Heating__MasVnrType', 'COUNT_Heating__ExterQual', 'COUNT_Heating__ExterCond', 'COUNT_Heating__Foundation', 'COUNT_Heating__BsmtQual', 'COUNT_Heating__BsmtCond', 'COUNT_Heating__BsmtExposure', 'COUNT_Heating__BsmtFinType1', 'COUNT_Heating__BsmtFinType2', 'COUNT_Heating__HeatingQC', 'COUNT_Heating__CentralAir', 'COUNT_Heating__Electrical', 'COUNT_Heating__KitchenQual', 'COUNT_Heating__Functional', 'COUNT_Heating__FireplaceQu', 'COUNT_Heating__GarageType', 'COUNT_Heating__GarageFinish', 'COUNT_Heating__GarageQual', 'COUNT_Heating__GarageCond', 'COUNT_Heating__PavedDrive', 'COUNT_Heating__PoolQC', 'COUNT_Heating__Fence', 'COUNT_Heating__MiscFeature', 'COUNT_Heating__SaleType', 'COUNT_Heating__SaleCondition', 'COUNT_HeatingQC__MSZoning', 'COUNT_HeatingQC__Street', 'COUNT_HeatingQC__Alley', 'COUNT_HeatingQC__LotShape', 'COUNT_HeatingQC__LandContour', 'COUNT_HeatingQC__Utilities', 'COUNT_HeatingQC__LotConfig', 'COUNT_HeatingQC__LandSlope', 'COUNT_HeatingQC__Neighborhood', 'COUNT_HeatingQC__Condition1', 'COUNT_HeatingQC__Condition2', 'COUNT_HeatingQC__BldgType', 'COUNT_HeatingQC__HouseStyle', 'COUNT_HeatingQC__RoofStyle', 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'COUNT_CentralAir__LandContour', 'COUNT_CentralAir__Utilities', 'COUNT_CentralAir__LotConfig', 'COUNT_CentralAir__LandSlope', 'COUNT_CentralAir__Neighborhood', 'COUNT_CentralAir__Condition1', 'COUNT_CentralAir__Condition2', 'COUNT_CentralAir__BldgType', 'COUNT_CentralAir__HouseStyle', 'COUNT_CentralAir__RoofStyle', 'COUNT_CentralAir__RoofMatl', 'COUNT_CentralAir__Exterior1st', 'COUNT_CentralAir__Exterior2nd', 'COUNT_CentralAir__MasVnrType', 'COUNT_CentralAir__ExterQual', 'COUNT_CentralAir__ExterCond', 'COUNT_CentralAir__Foundation', 'COUNT_CentralAir__BsmtQual', 'COUNT_CentralAir__BsmtCond', 'COUNT_CentralAir__BsmtExposure', 'COUNT_CentralAir__BsmtFinType1', 'COUNT_CentralAir__BsmtFinType2', 'COUNT_CentralAir__Heating', 'COUNT_CentralAir__HeatingQC', 'COUNT_CentralAir__Electrical', 'COUNT_CentralAir__KitchenQual', 'COUNT_CentralAir__Functional', 'COUNT_CentralAir__FireplaceQu', 'COUNT_CentralAir__GarageType', 'COUNT_CentralAir__GarageFinish', 'COUNT_CentralAir__GarageQual', 'COUNT_CentralAir__GarageCond', 'COUNT_CentralAir__PavedDrive', 'COUNT_CentralAir__PoolQC', 'COUNT_CentralAir__Fence', 'COUNT_CentralAir__MiscFeature', 'COUNT_CentralAir__SaleType', 'COUNT_CentralAir__SaleCondition', 'COUNT_Electrical__MSZoning', 'COUNT_Electrical__Street', 'COUNT_Electrical__Alley', 'COUNT_Electrical__LotShape', 'COUNT_Electrical__LandContour', 'COUNT_Electrical__Utilities', 'COUNT_Electrical__LotConfig', 'COUNT_Electrical__LandSlope', 'COUNT_Electrical__Neighborhood', 'COUNT_Electrical__Condition1', 'COUNT_Electrical__Condition2', 'COUNT_Electrical__BldgType', 'COUNT_Electrical__HouseStyle', 'COUNT_Electrical__RoofStyle', 'COUNT_Electrical__RoofMatl', 'COUNT_Electrical__Exterior1st', 'COUNT_Electrical__Exterior2nd', 'COUNT_Electrical__MasVnrType', 'COUNT_Electrical__ExterQual', 'COUNT_Electrical__ExterCond', 'COUNT_Electrical__Foundation', 'COUNT_Electrical__BsmtQual', 'COUNT_Electrical__BsmtCond', 'COUNT_Electrical__BsmtExposure', 'COUNT_Electrical__BsmtFinType1', 'COUNT_Electrical__BsmtFinType2', 'COUNT_Electrical__Heating', 'COUNT_Electrical__HeatingQC', 'COUNT_Electrical__CentralAir', 'COUNT_Electrical__KitchenQual', 'COUNT_Electrical__Functional', 'COUNT_Electrical__FireplaceQu', 'COUNT_Electrical__GarageType', 'COUNT_Electrical__GarageFinish', 'COUNT_Electrical__GarageQual', 'COUNT_Electrical__GarageCond', 'COUNT_Electrical__PavedDrive', 'COUNT_Electrical__PoolQC', 'COUNT_Electrical__Fence', 'COUNT_Electrical__MiscFeature', 'COUNT_Electrical__SaleType', 'COUNT_Electrical__SaleCondition', 'COUNT_KitchenQual__MSZoning', 'COUNT_KitchenQual__Street', 'COUNT_KitchenQual__Alley', 'COUNT_KitchenQual__LotShape', 'COUNT_KitchenQual__LandContour', 'COUNT_KitchenQual__Utilities', 'COUNT_KitchenQual__LotConfig', 'COUNT_KitchenQual__LandSlope', 'COUNT_KitchenQual__Neighborhood', 'COUNT_KitchenQual__Condition1', 'COUNT_KitchenQual__Condition2', 'COUNT_KitchenQual__BldgType', 'COUNT_KitchenQual__HouseStyle', 'COUNT_KitchenQual__RoofStyle', 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'COUNT_Functional__GarageQual', 'COUNT_Functional__GarageCond', 'COUNT_Functional__PavedDrive', 'COUNT_Functional__PoolQC', 'COUNT_Functional__Fence', 'COUNT_Functional__MiscFeature', 'COUNT_Functional__SaleType', 'COUNT_Functional__SaleCondition', 'COUNT_FireplaceQu__MSZoning', 'COUNT_FireplaceQu__Street', 'COUNT_FireplaceQu__Alley', 'COUNT_FireplaceQu__LotShape', 'COUNT_FireplaceQu__LandContour', 'COUNT_FireplaceQu__Utilities', 'COUNT_FireplaceQu__LotConfig', 'COUNT_FireplaceQu__LandSlope', 'COUNT_FireplaceQu__Neighborhood', 'COUNT_FireplaceQu__Condition1', 'COUNT_FireplaceQu__Condition2', 'COUNT_FireplaceQu__BldgType', 'COUNT_FireplaceQu__HouseStyle', 'COUNT_FireplaceQu__RoofStyle', 'COUNT_FireplaceQu__RoofMatl', 'COUNT_FireplaceQu__Exterior1st', 'COUNT_FireplaceQu__Exterior2nd', 'COUNT_FireplaceQu__MasVnrType', 'COUNT_FireplaceQu__ExterQual', 'COUNT_FireplaceQu__ExterCond', 'COUNT_FireplaceQu__Foundation', 'COUNT_FireplaceQu__BsmtQual', 'COUNT_FireplaceQu__BsmtCond', 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'COUNT_PoolQC__BsmtQual', 'COUNT_PoolQC__BsmtCond', 'COUNT_PoolQC__BsmtExposure', 'COUNT_PoolQC__BsmtFinType1', 'COUNT_PoolQC__BsmtFinType2', 'COUNT_PoolQC__Heating', 'COUNT_PoolQC__HeatingQC', 'COUNT_PoolQC__CentralAir', 'COUNT_PoolQC__Electrical', 'COUNT_PoolQC__KitchenQual', 'COUNT_PoolQC__Functional', 'COUNT_PoolQC__FireplaceQu', 'COUNT_PoolQC__GarageType', 'COUNT_PoolQC__GarageFinish', 'COUNT_PoolQC__GarageQual', 'COUNT_PoolQC__GarageCond', 'COUNT_PoolQC__PavedDrive', 'COUNT_PoolQC__Fence', 'COUNT_PoolQC__SaleType', 'COUNT_PoolQC__SaleCondition', 'COUNT_Fence__MSZoning', 'COUNT_Fence__Street', 'COUNT_Fence__Alley', 'COUNT_Fence__LotShape', 'COUNT_Fence__LandContour', 'COUNT_Fence__Utilities', 'COUNT_Fence__LotConfig', 'COUNT_Fence__LandSlope', 'COUNT_Fence__Neighborhood', 'COUNT_Fence__Condition1', 'COUNT_Fence__Condition2', 'COUNT_Fence__BldgType', 'COUNT_Fence__HouseStyle', 'COUNT_Fence__RoofStyle', 'COUNT_Fence__RoofMatl', 'COUNT_Fence__Exterior1st', 'COUNT_Fence__Exterior2nd', 'COUNT_Fence__MasVnrType', 'COUNT_Fence__ExterQual', 'COUNT_Fence__ExterCond', 'COUNT_Fence__Foundation', 'COUNT_Fence__BsmtQual', 'COUNT_Fence__BsmtCond', 'COUNT_Fence__BsmtExposure', 'COUNT_Fence__BsmtFinType1', 'COUNT_Fence__BsmtFinType2', 'COUNT_Fence__Heating', 'COUNT_Fence__HeatingQC', 'COUNT_Fence__CentralAir', 'COUNT_Fence__Electrical', 'COUNT_Fence__KitchenQual', 'COUNT_Fence__Functional', 'COUNT_Fence__FireplaceQu', 'COUNT_Fence__GarageType', 'COUNT_Fence__GarageFinish', 'COUNT_Fence__GarageQual', 'COUNT_Fence__GarageCond', 'COUNT_Fence__PavedDrive', 'COUNT_Fence__PoolQC', 'COUNT_Fence__MiscFeature', 'COUNT_Fence__SaleType', 'COUNT_Fence__SaleCondition', 'COUNT_MiscFeature__MSZoning', 'COUNT_MiscFeature__Street', 'COUNT_MiscFeature__Alley', 'COUNT_MiscFeature__LotShape', 'COUNT_MiscFeature__LandContour', 'COUNT_MiscFeature__Utilities', 'COUNT_MiscFeature__LotConfig', 'COUNT_MiscFeature__LandSlope', 'COUNT_MiscFeature__Neighborhood', 'COUNT_MiscFeature__Condition1', 'COUNT_MiscFeature__Condition2', 'COUNT_MiscFeature__BldgType', 'COUNT_MiscFeature__HouseStyle', 'COUNT_MiscFeature__RoofStyle', 'COUNT_MiscFeature__RoofMatl', 'COUNT_MiscFeature__Exterior1st', 'COUNT_MiscFeature__Exterior2nd', 'COUNT_MiscFeature__MasVnrType', 'COUNT_MiscFeature__ExterQual', 'COUNT_MiscFeature__ExterCond', 'COUNT_MiscFeature__Foundation', 'COUNT_MiscFeature__BsmtQual', 'COUNT_MiscFeature__BsmtCond', 'COUNT_MiscFeature__BsmtExposure', 'COUNT_MiscFeature__BsmtFinType1', 'COUNT_MiscFeature__BsmtFinType2', 'COUNT_MiscFeature__Heating', 'COUNT_MiscFeature__HeatingQC', 'COUNT_MiscFeature__CentralAir', 'COUNT_MiscFeature__Electrical', 'COUNT_MiscFeature__KitchenQual', 'COUNT_MiscFeature__Functional', 'COUNT_MiscFeature__FireplaceQu', 'COUNT_MiscFeature__GarageType', 'COUNT_MiscFeature__GarageFinish', 'COUNT_MiscFeature__GarageQual', 'COUNT_MiscFeature__GarageCond', 'COUNT_MiscFeature__PavedDrive', 'COUNT_MiscFeature__Fence', 'COUNT_MiscFeature__SaleType', 'COUNT_MiscFeature__SaleCondition', 'COUNT_SaleType__MSZoning', 'COUNT_SaleType__Street', 'COUNT_SaleType__Alley', 'COUNT_SaleType__LotShape', 'COUNT_SaleType__LandContour', 'COUNT_SaleType__Utilities', 'COUNT_SaleType__LotConfig', 'COUNT_SaleType__LandSlope', 'COUNT_SaleType__Neighborhood', 'COUNT_SaleType__Condition1', 'COUNT_SaleType__Condition2', 'COUNT_SaleType__BldgType', 'COUNT_SaleType__HouseStyle', 'COUNT_SaleType__RoofStyle', 'COUNT_SaleType__RoofMatl', 'COUNT_SaleType__Exterior1st', 'COUNT_SaleType__Exterior2nd', 'COUNT_SaleType__MasVnrType', 'COUNT_SaleType__ExterQual', 'COUNT_SaleType__ExterCond', 'COUNT_SaleType__Foundation', 'COUNT_SaleType__BsmtQual', 'COUNT_SaleType__BsmtCond', 'COUNT_SaleType__BsmtExposure', 'COUNT_SaleType__BsmtFinType1', 'COUNT_SaleType__BsmtFinType2', 'COUNT_SaleType__Heating', 'COUNT_SaleType__HeatingQC', 'COUNT_SaleType__CentralAir', 'COUNT_SaleType__Electrical', 'COUNT_SaleType__KitchenQual', 'COUNT_SaleType__Functional', 'COUNT_SaleType__FireplaceQu', 'COUNT_SaleType__GarageType', 'COUNT_SaleType__GarageFinish', 'COUNT_SaleType__GarageQual', 'COUNT_SaleType__GarageCond', 'COUNT_SaleType__PavedDrive', 'COUNT_SaleType__PoolQC', 'COUNT_SaleType__Fence', 'COUNT_SaleType__MiscFeature', 'COUNT_SaleType__SaleCondition', 'COUNT_SaleCondition__MSZoning', 'COUNT_SaleCondition__Street', 'COUNT_SaleCondition__Alley', 'COUNT_SaleCondition__LotShape', 'COUNT_SaleCondition__LandContour', 'COUNT_SaleCondition__Utilities', 'COUNT_SaleCondition__LotConfig', 'COUNT_SaleCondition__LandSlope', 'COUNT_SaleCondition__Neighborhood', 'COUNT_SaleCondition__Condition1', 'COUNT_SaleCondition__Condition2', 'COUNT_SaleCondition__BldgType', 'COUNT_SaleCondition__HouseStyle', 'COUNT_SaleCondition__RoofStyle', 'COUNT_SaleCondition__RoofMatl', 'COUNT_SaleCondition__Exterior1st', 'COUNT_SaleCondition__Exterior2nd', 'COUNT_SaleCondition__MasVnrType', 'COUNT_SaleCondition__ExterQual', 'COUNT_SaleCondition__ExterCond', 'COUNT_SaleCondition__Foundation', 'COUNT_SaleCondition__BsmtQual', 'COUNT_SaleCondition__BsmtCond', 'COUNT_SaleCondition__BsmtExposure', 'COUNT_SaleCondition__BsmtFinType1', 'COUNT_SaleCondition__BsmtFinType2', 'COUNT_SaleCondition__Heating', 'COUNT_SaleCondition__HeatingQC', 'COUNT_SaleCondition__CentralAir', 'COUNT_SaleCondition__Electrical', 'COUNT_SaleCondition__KitchenQual', 'COUNT_SaleCondition__Functional', 'COUNT_SaleCondition__FireplaceQu', 'COUNT_SaleCondition__GarageType', 'COUNT_SaleCondition__GarageFinish', 'COUNT_SaleCondition__GarageQual', 'COUNT_SaleCondition__GarageCond', 'COUNT_SaleCondition__PavedDrive', 'COUNT_SaleCondition__PoolQC', 'COUNT_SaleCondition__Fence', 'COUNT_SaleCondition__MiscFeature', 'COUNT_SaleCondition__SaleType', 'COUNT_MSZoning', 'COUNT_Street', 'COUNT_Alley', 'COUNT_LotShape', 'COUNT_LandContour', 'COUNT_Utilities', 'COUNT_LotConfig', 'COUNT_LandSlope', 'COUNT_Neighborhood', 'COUNT_Condition1', 'COUNT_Condition2', 'COUNT_BldgType', 'COUNT_HouseStyle', 'COUNT_RoofStyle', 'COUNT_RoofMatl', 'COUNT_Exterior1st', 'COUNT_Exterior2nd', 'COUNT_MasVnrType', 'COUNT_ExterQual', 'COUNT_ExterCond', 'COUNT_Foundation', 'COUNT_BsmtQual', 'COUNT_BsmtCond', 'COUNT_BsmtExposure', 'COUNT_BsmtFinType1', 'COUNT_BsmtFinType2', 'COUNT_Heating', 'COUNT_HeatingQC', 'COUNT_CentralAir', 'COUNT_Electrical', 'COUNT_KitchenQual', 'COUNT_Functional', 'COUNT_FireplaceQu', 'COUNT_GarageType', 'COUNT_GarageFinish', 'COUNT_GarageQual', 'COUNT_GarageCond', 'COUNT_PavedDrive', 'COUNT_PoolQC', 'COUNT_Fence', 'COUNT_MiscFeature', 'COUNT_SaleType', 'COUNT_SaleCondition', 'MSZoning__MSSubClass__mean', 'MSZoning__MSSubClass__min', 'MSZoning__MSSubClass__max', 'MSZoning__MSSubClass__std', 'MSZoning__LotFrontage__mean', 'MSZoning__LotFrontage__min', 'MSZoning__LotFrontage__max', 'MSZoning__LotFrontage__std', 'MSZoning__LotArea__mean', 'MSZoning__LotArea__min', 'MSZoning__LotArea__max', 'MSZoning__LotArea__std', 'MSZoning__Street__nunique', 'MSZoning__Alley__nunique', 'MSZoning__LotShape__nunique', 'MSZoning__LandContour__nunique', 'MSZoning__Utilities__nunique', 'MSZoning__LotConfig__nunique', 'MSZoning__LandSlope__nunique', 'MSZoning__Neighborhood__nunique', 'MSZoning__Condition1__nunique', 'MSZoning__Condition2__nunique', 'MSZoning__BldgType__nunique', 'MSZoning__HouseStyle__nunique', 'MSZoning__OverallQual__mean', 'MSZoning__OverallQual__min', 'MSZoning__OverallQual__max', 'MSZoning__OverallQual__std', 'MSZoning__OverallCond__mean', 'MSZoning__OverallCond__min', 'MSZoning__OverallCond__max', 'MSZoning__OverallCond__std', 'MSZoning__YearBuilt__mean', 'MSZoning__YearBuilt__min', 'MSZoning__YearBuilt__max', 'MSZoning__YearBuilt__std', 'MSZoning__YearRemodAdd__mean', 'MSZoning__YearRemodAdd__min', 'MSZoning__YearRemodAdd__max', 'MSZoning__YearRemodAdd__std', 'MSZoning__RoofStyle__nunique', 'MSZoning__RoofMatl__nunique', 'MSZoning__Exterior1st__nunique', 'MSZoning__Exterior2nd__nunique', 'MSZoning__MasVnrType__nunique', 'MSZoning__MasVnrArea__mean', 'MSZoning__MasVnrArea__min', 'MSZoning__MasVnrArea__max', 'MSZoning__MasVnrArea__std', 'MSZoning__ExterQual__nunique', 'MSZoning__ExterCond__nunique', 'MSZoning__Foundation__nunique', 'MSZoning__BsmtQual__nunique', 'MSZoning__BsmtCond__nunique', 'MSZoning__BsmtExposure__nunique', 'MSZoning__BsmtFinType1__nunique', 'MSZoning__BsmtFinSF1__mean', 'MSZoning__BsmtFinSF1__min', 'MSZoning__BsmtFinSF1__max', 'MSZoning__BsmtFinSF1__std', 'MSZoning__BsmtFinType2__nunique', 'MSZoning__BsmtFinSF2__mean', 'MSZoning__BsmtFinSF2__min', 'MSZoning__BsmtFinSF2__max', 'MSZoning__BsmtFinSF2__std', 'MSZoning__BsmtUnfSF__mean', 'MSZoning__BsmtUnfSF__min', 'MSZoning__BsmtUnfSF__max', 'MSZoning__BsmtUnfSF__std', 'MSZoning__TotalBsmtSF__mean', 'MSZoning__TotalBsmtSF__min', 'MSZoning__TotalBsmtSF__max', 'MSZoning__TotalBsmtSF__std', 'MSZoning__Heating__nunique', 'MSZoning__HeatingQC__nunique', 'MSZoning__CentralAir__nunique', 'MSZoning__Electrical__nunique', 'MSZoning__1stFlrSF__mean', 'MSZoning__1stFlrSF__min', 'MSZoning__1stFlrSF__max', 'MSZoning__1stFlrSF__std', 'MSZoning__2ndFlrSF__mean', 'MSZoning__2ndFlrSF__min', 'MSZoning__2ndFlrSF__max', 'MSZoning__2ndFlrSF__std', 'MSZoning__LowQualFinSF__mean', 'MSZoning__LowQualFinSF__min', 'MSZoning__LowQualFinSF__max', 'MSZoning__LowQualFinSF__std', 'MSZoning__GrLivArea__mean', 'MSZoning__GrLivArea__min', 'MSZoning__GrLivArea__max', 'MSZoning__GrLivArea__std', 'MSZoning__BsmtFullBath__mean', 'MSZoning__BsmtFullBath__min', 'MSZoning__BsmtFullBath__max', 'MSZoning__BsmtFullBath__std', 'MSZoning__BsmtHalfBath__mean', 'MSZoning__BsmtHalfBath__min', 'MSZoning__BsmtHalfBath__max', 'MSZoning__BsmtHalfBath__std', 'MSZoning__FullBath__mean', 'MSZoning__FullBath__min', 'MSZoning__FullBath__max', 'MSZoning__FullBath__std', 'MSZoning__HalfBath__mean', 'MSZoning__HalfBath__min', 'MSZoning__HalfBath__max', 'MSZoning__HalfBath__std', 'MSZoning__BedroomAbvGr__mean', 'MSZoning__BedroomAbvGr__min', 'MSZoning__BedroomAbvGr__max', 'MSZoning__BedroomAbvGr__std', 'MSZoning__KitchenAbvGr__mean', 'MSZoning__KitchenAbvGr__min', 'MSZoning__KitchenAbvGr__max', 'MSZoning__KitchenAbvGr__std', 'MSZoning__KitchenQual__nunique', 'MSZoning__TotRmsAbvGrd__mean', 'MSZoning__TotRmsAbvGrd__min', 'MSZoning__TotRmsAbvGrd__max', 'MSZoning__TotRmsAbvGrd__std', 'MSZoning__Functional__nunique', 'MSZoning__Fireplaces__mean', 'MSZoning__Fireplaces__min', 'MSZoning__Fireplaces__max', 'MSZoning__Fireplaces__std', 'MSZoning__FireplaceQu__nunique', 'MSZoning__GarageType__nunique', 'MSZoning__GarageYrBlt__mean', 'MSZoning__GarageYrBlt__min', 'MSZoning__GarageYrBlt__max', 'MSZoning__GarageYrBlt__std', 'MSZoning__GarageFinish__nunique', 'MSZoning__GarageCars__mean', 'MSZoning__GarageCars__min', 'MSZoning__GarageCars__max', 'MSZoning__GarageCars__std', 'MSZoning__GarageArea__mean', 'MSZoning__GarageArea__min', 'MSZoning__GarageArea__max', 'MSZoning__GarageArea__std', 'MSZoning__GarageQual__nunique', 'MSZoning__GarageCond__nunique', 'MSZoning__PavedDrive__nunique', 'MSZoning__WoodDeckSF__mean', 'MSZoning__WoodDeckSF__min', 'MSZoning__WoodDeckSF__max', 'MSZoning__WoodDeckSF__std', 'MSZoning__OpenPorchSF__mean', 'MSZoning__OpenPorchSF__min', 'MSZoning__OpenPorchSF__max', 'MSZoning__OpenPorchSF__std', 'MSZoning__EnclosedPorch__mean', 'MSZoning__EnclosedPorch__min', 'MSZoning__EnclosedPorch__max', 'MSZoning__EnclosedPorch__std', 'MSZoning__3SsnPorch__mean', 'MSZoning__3SsnPorch__min', 'MSZoning__3SsnPorch__max', 'MSZoning__3SsnPorch__std', 'MSZoning__ScreenPorch__mean', 'MSZoning__ScreenPorch__min', 'MSZoning__ScreenPorch__max', 'MSZoning__ScreenPorch__std', 'MSZoning__PoolArea__mean', 'MSZoning__PoolArea__min', 'MSZoning__PoolArea__max', 'MSZoning__PoolArea__std', 'MSZoning__PoolQC__nunique', 'MSZoning__Fence__nunique', 'MSZoning__MiscFeature__nunique', 'MSZoning__MiscVal__mean', 'MSZoning__MiscVal__min', 'MSZoning__MiscVal__max', 'MSZoning__MiscVal__std', 'MSZoning__MoSold__mean', 'MSZoning__MoSold__min', 'MSZoning__MoSold__max', 'MSZoning__MoSold__std', 'MSZoning__YrSold__mean', 'MSZoning__YrSold__min', 'MSZoning__YrSold__max', 'MSZoning__YrSold__std', 'MSZoning__SaleType__nunique', 'MSZoning__SaleCondition__nunique', 'Street__MSSubClass__mean', 'Street__MSSubClass__min', 'Street__MSSubClass__max', 'Street__MSSubClass__std', 'Street__MSZoning__nunique', 'Street__LotFrontage__mean', 'Street__LotFrontage__min', 'Street__LotFrontage__max', 'Street__LotFrontage__std', 'Street__LotArea__mean', 'Street__LotArea__min', 'Street__LotArea__max', 'Street__LotArea__std', 'Street__Alley__nunique', 'Street__LotShape__nunique', 'Street__LandContour__nunique', 'Street__Utilities__nunique', 'Street__LotConfig__nunique', 'Street__LandSlope__nunique', 'Street__Neighborhood__nunique', 'Street__Condition1__nunique', 'Street__Condition2__nunique', 'Street__BldgType__nunique', 'Street__HouseStyle__nunique', 'Street__OverallQual__mean', 'Street__OverallQual__min', 'Street__OverallQual__max', 'Street__OverallQual__std', 'Street__OverallCond__mean', 'Street__OverallCond__min', 'Street__OverallCond__max', 'Street__OverallCond__std', 'Street__YearBuilt__mean', 'Street__YearBuilt__min', 'Street__YearBuilt__max', 'Street__YearBuilt__std', 'Street__YearRemodAdd__mean', 'Street__YearRemodAdd__min', 'Street__YearRemodAdd__max', 'Street__YearRemodAdd__std', 'Street__RoofStyle__nunique', 'Street__RoofMatl__nunique', 'Street__Exterior1st__nunique', 'Street__Exterior2nd__nunique', 'Street__MasVnrType__nunique', 'Street__MasVnrArea__mean', 'Street__MasVnrArea__min', 'Street__MasVnrArea__max', 'Street__MasVnrArea__std', 'Street__ExterQual__nunique', 'Street__ExterCond__nunique', 'Street__Foundation__nunique', 'Street__BsmtQual__nunique', 'Street__BsmtCond__nunique', 'Street__BsmtExposure__nunique', 'Street__BsmtFinType1__nunique', 'Street__BsmtFinSF1__mean', 'Street__BsmtFinSF1__min', 'Street__BsmtFinSF1__max', 'Street__BsmtFinSF1__std', 'Street__BsmtFinType2__nunique', 'Street__BsmtFinSF2__mean', 'Street__BsmtFinSF2__min', 'Street__BsmtFinSF2__max', 'Street__BsmtFinSF2__std', 'Street__BsmtUnfSF__mean', 'Street__BsmtUnfSF__min', 'Street__BsmtUnfSF__max', 'Street__BsmtUnfSF__std', 'Street__TotalBsmtSF__mean', 'Street__TotalBsmtSF__min', 'Street__TotalBsmtSF__max', 'Street__TotalBsmtSF__std', 'Street__Heating__nunique', 'Street__HeatingQC__nunique', 'Street__CentralAir__nunique', 'Street__Electrical__nunique', 'Street__1stFlrSF__mean', 'Street__1stFlrSF__min', 'Street__1stFlrSF__max', 'Street__1stFlrSF__std', 'Street__2ndFlrSF__mean', 'Street__2ndFlrSF__min', 'Street__2ndFlrSF__max', 'Street__2ndFlrSF__std', 'Street__LowQualFinSF__mean', 'Street__LowQualFinSF__min', 'Street__LowQualFinSF__max', 'Street__LowQualFinSF__std', 'Street__GrLivArea__mean', 'Street__GrLivArea__min', 'Street__GrLivArea__max', 'Street__GrLivArea__std', 'Street__BsmtFullBath__mean', 'Street__BsmtFullBath__min', 'Street__BsmtFullBath__max', 'Street__BsmtFullBath__std', 'Street__BsmtHalfBath__mean', 'Street__BsmtHalfBath__min', 'Street__BsmtHalfBath__max', 'Street__BsmtHalfBath__std', 'Street__FullBath__mean', 'Street__FullBath__min', 'Street__FullBath__max', 'Street__FullBath__std', 'Street__HalfBath__mean', 'Street__HalfBath__min', 'Street__HalfBath__max', 'Street__HalfBath__std', 'Street__BedroomAbvGr__mean', 'Street__BedroomAbvGr__min', 'Street__BedroomAbvGr__max', 'Street__BedroomAbvGr__std', 'Street__KitchenAbvGr__mean', 'Street__KitchenAbvGr__min', 'Street__KitchenAbvGr__max', 'Street__KitchenAbvGr__std', 'Street__KitchenQual__nunique', 'Street__TotRmsAbvGrd__mean', 'Street__TotRmsAbvGrd__min', 'Street__TotRmsAbvGrd__max', 'Street__TotRmsAbvGrd__std', 'Street__Functional__nunique', 'Street__Fireplaces__mean', 'Street__Fireplaces__min', 'Street__Fireplaces__max', 'Street__Fireplaces__std', 'Street__FireplaceQu__nunique', 'Street__GarageType__nunique', 'Street__GarageYrBlt__mean', 'Street__GarageYrBlt__min', 'Street__GarageYrBlt__max', 'Street__GarageYrBlt__std', 'Street__GarageFinish__nunique', 'Street__GarageCars__mean', 'Street__GarageCars__min', 'Street__GarageCars__max', 'Street__GarageCars__std', 'Street__GarageArea__mean', 'Street__GarageArea__min', 'Street__GarageArea__max', 'Street__GarageArea__std', 'Street__GarageQual__nunique', 'Street__GarageCond__nunique', 'Street__PavedDrive__nunique', 'Street__WoodDeckSF__mean', 'Street__WoodDeckSF__min', 'Street__WoodDeckSF__max', 'Street__WoodDeckSF__std', 'Street__OpenPorchSF__mean', 'Street__OpenPorchSF__min', 'Street__OpenPorchSF__max', 'Street__OpenPorchSF__std', 'Street__EnclosedPorch__mean', 'Street__EnclosedPorch__min', 'Street__EnclosedPorch__max', 'Street__EnclosedPorch__std', 'Street__3SsnPorch__mean', 'Street__3SsnPorch__min', 'Street__3SsnPorch__max', 'Street__3SsnPorch__std', 'Street__ScreenPorch__mean', 'Street__ScreenPorch__min', 'Street__ScreenPorch__max', 'Street__ScreenPorch__std', 'Street__PoolArea__mean', 'Street__PoolArea__min', 'Street__PoolArea__max', 'Street__PoolArea__std', 'Street__PoolQC__nunique', 'Street__Fence__nunique', 'Street__MiscFeature__nunique', 'Street__MiscVal__mean', 'Street__MiscVal__min', 'Street__MiscVal__max', 'Street__MiscVal__std', 'Street__MoSold__mean', 'Street__MoSold__min', 'Street__MoSold__max', 'Street__MoSold__std', 'Street__YrSold__mean', 'Street__YrSold__min', 'Street__YrSold__max', 'Street__YrSold__std', 'Street__SaleType__nunique', 'Street__SaleCondition__nunique', 'Alley__MSSubClass__mean', 'Alley__MSSubClass__min', 'Alley__MSSubClass__max', 'Alley__MSSubClass__std', 'Alley__MSZoning__nunique', 'Alley__LotFrontage__mean', 'Alley__LotFrontage__min', 'Alley__LotFrontage__max', 'Alley__LotFrontage__std', 'Alley__LotArea__mean', 'Alley__LotArea__min', 'Alley__LotArea__max', 'Alley__LotArea__std', 'Alley__Street__nunique', 'Alley__LotShape__nunique', 'Alley__LandContour__nunique', 'Alley__Utilities__nunique', 'Alley__LotConfig__nunique', 'Alley__LandSlope__nunique', 'Alley__Neighborhood__nunique', 'Alley__Condition1__nunique', 'Alley__Condition2__nunique', 'Alley__BldgType__nunique', 'Alley__HouseStyle__nunique', 'Alley__OverallQual__mean', 'Alley__OverallQual__min', 'Alley__OverallQual__max', 'Alley__OverallQual__std', 'Alley__OverallCond__mean', 'Alley__OverallCond__min', 'Alley__OverallCond__max', 'Alley__OverallCond__std', 'Alley__YearBuilt__mean', 'Alley__YearBuilt__min', 'Alley__YearBuilt__max', 'Alley__YearBuilt__std', 'Alley__YearRemodAdd__mean', 'Alley__YearRemodAdd__min', 'Alley__YearRemodAdd__max', 'Alley__YearRemodAdd__std', 'Alley__RoofStyle__nunique', 'Alley__RoofMatl__nunique', 'Alley__Exterior1st__nunique', 'Alley__Exterior2nd__nunique', 'Alley__MasVnrType__nunique', 'Alley__MasVnrArea__mean', 'Alley__MasVnrArea__min', 'Alley__MasVnrArea__max', 'Alley__MasVnrArea__std', 'Alley__ExterQual__nunique', 'Alley__ExterCond__nunique', 'Alley__Foundation__nunique', 'Alley__BsmtQual__nunique', 'Alley__BsmtCond__nunique', 'Alley__BsmtExposure__nunique', 'Alley__BsmtFinType1__nunique', 'Alley__BsmtFinSF1__mean', 'Alley__BsmtFinSF1__min', 'Alley__BsmtFinSF1__max', 'Alley__BsmtFinSF1__std', 'Alley__BsmtFinType2__nunique', 'Alley__BsmtFinSF2__mean', 'Alley__BsmtFinSF2__min', 'Alley__BsmtFinSF2__max', 'Alley__BsmtFinSF2__std', 'Alley__BsmtUnfSF__mean', 'Alley__BsmtUnfSF__min', 'Alley__BsmtUnfSF__max', 'Alley__BsmtUnfSF__std', 'Alley__TotalBsmtSF__mean', 'Alley__TotalBsmtSF__min', 'Alley__TotalBsmtSF__max', 'Alley__TotalBsmtSF__std', 'Alley__Heating__nunique', 'Alley__HeatingQC__nunique', 'Alley__CentralAir__nunique', 'Alley__Electrical__nunique', 'Alley__1stFlrSF__mean', 'Alley__1stFlrSF__min', 'Alley__1stFlrSF__max', 'Alley__1stFlrSF__std', 'Alley__2ndFlrSF__mean', 'Alley__2ndFlrSF__min', 'Alley__2ndFlrSF__max', 'Alley__2ndFlrSF__std', 'Alley__LowQualFinSF__mean', 'Alley__LowQualFinSF__min', 'Alley__LowQualFinSF__max', 'Alley__LowQualFinSF__std', 'Alley__GrLivArea__mean', 'Alley__GrLivArea__min', 'Alley__GrLivArea__max', 'Alley__GrLivArea__std', 'Alley__BsmtFullBath__mean', 'Alley__BsmtFullBath__min', 'Alley__BsmtFullBath__max', 'Alley__BsmtFullBath__std', 'Alley__BsmtHalfBath__mean', 'Alley__BsmtHalfBath__min', 'Alley__BsmtHalfBath__max', 'Alley__BsmtHalfBath__std', 'Alley__FullBath__mean', 'Alley__FullBath__min', 'Alley__FullBath__max', 'Alley__FullBath__std', 'Alley__HalfBath__mean', 'Alley__HalfBath__min', 'Alley__HalfBath__max', 'Alley__HalfBath__std', 'Alley__BedroomAbvGr__mean', 'Alley__BedroomAbvGr__min', 'Alley__BedroomAbvGr__max', 'Alley__BedroomAbvGr__std', 'Alley__KitchenAbvGr__mean', 'Alley__KitchenAbvGr__min', 'Alley__KitchenAbvGr__max', 'Alley__KitchenAbvGr__std', 'Alley__KitchenQual__nunique', 'Alley__TotRmsAbvGrd__mean', 'Alley__TotRmsAbvGrd__min', 'Alley__TotRmsAbvGrd__max', 'Alley__TotRmsAbvGrd__std', 'Alley__Functional__nunique', 'Alley__Fireplaces__mean', 'Alley__Fireplaces__min', 'Alley__Fireplaces__max', 'Alley__Fireplaces__std', 'Alley__FireplaceQu__nunique', 'Alley__GarageType__nunique', 'Alley__GarageYrBlt__mean', 'Alley__GarageYrBlt__min', 'Alley__GarageYrBlt__max', 'Alley__GarageYrBlt__std', 'Alley__GarageFinish__nunique', 'Alley__GarageCars__mean', 'Alley__GarageCars__min', 'Alley__GarageCars__max', 'Alley__GarageCars__std', 'Alley__GarageArea__mean', 'Alley__GarageArea__min', 'Alley__GarageArea__max', 'Alley__GarageArea__std', 'Alley__GarageQual__nunique', 'Alley__GarageCond__nunique', 'Alley__PavedDrive__nunique', 'Alley__WoodDeckSF__mean', 'Alley__WoodDeckSF__min', 'Alley__WoodDeckSF__max', 'Alley__WoodDeckSF__std', 'Alley__OpenPorchSF__mean', 'Alley__OpenPorchSF__min', 'Alley__OpenPorchSF__max', 'Alley__OpenPorchSF__std', 'Alley__EnclosedPorch__mean', 'Alley__EnclosedPorch__min', 'Alley__EnclosedPorch__max', 'Alley__EnclosedPorch__std', 'Alley__3SsnPorch__mean', 'Alley__3SsnPorch__min', 'Alley__3SsnPorch__max', 'Alley__3SsnPorch__std', 'Alley__ScreenPorch__mean', 'Alley__ScreenPorch__min', 'Alley__ScreenPorch__max', 'Alley__ScreenPorch__std', 'Alley__PoolArea__mean', 'Alley__PoolArea__min', 'Alley__PoolArea__max', 'Alley__PoolArea__std', 'Alley__PoolQC__nunique', 'Alley__Fence__nunique', 'Alley__MiscFeature__nunique', 'Alley__MiscVal__mean', 'Alley__MiscVal__min', 'Alley__MiscVal__max', 'Alley__MiscVal__std', 'Alley__MoSold__mean', 'Alley__MoSold__min', 'Alley__MoSold__max', 'Alley__MoSold__std', 'Alley__YrSold__mean', 'Alley__YrSold__min', 'Alley__YrSold__max', 'Alley__YrSold__std', 'Alley__SaleType__nunique', 'Alley__SaleCondition__nunique', 'LotShape__MSSubClass__mean', 'LotShape__MSSubClass__min', 'LotShape__MSSubClass__max', 'LotShape__MSSubClass__std', 'LotShape__MSZoning__nunique', 'LotShape__LotFrontage__mean', 'LotShape__LotFrontage__min', 'LotShape__LotFrontage__max', 'LotShape__LotFrontage__std', 'LotShape__LotArea__mean', 'LotShape__LotArea__min', 'LotShape__LotArea__max', 'LotShape__LotArea__std', 'LotShape__Street__nunique', 'LotShape__Alley__nunique', 'LotShape__LandContour__nunique', 'LotShape__Utilities__nunique', 'LotShape__LotConfig__nunique', 'LotShape__LandSlope__nunique', 'LotShape__Neighborhood__nunique', 'LotShape__Condition1__nunique', 'LotShape__Condition2__nunique', 'LotShape__BldgType__nunique', 'LotShape__HouseStyle__nunique', 'LotShape__OverallQual__mean', 'LotShape__OverallQual__min', 'LotShape__OverallQual__max', 'LotShape__OverallQual__std', 'LotShape__OverallCond__mean', 'LotShape__OverallCond__min', 'LotShape__OverallCond__max', 'LotShape__OverallCond__std', 'LotShape__YearBuilt__mean', 'LotShape__YearBuilt__min', 'LotShape__YearBuilt__max', 'LotShape__YearBuilt__std', 'LotShape__YearRemodAdd__mean', 'LotShape__YearRemodAdd__min', 'LotShape__YearRemodAdd__max', 'LotShape__YearRemodAdd__std', 'LotShape__RoofStyle__nunique', 'LotShape__RoofMatl__nunique', 'LotShape__Exterior1st__nunique', 'LotShape__Exterior2nd__nunique', 'LotShape__MasVnrType__nunique', 'LotShape__MasVnrArea__mean', 'LotShape__MasVnrArea__min', 'LotShape__MasVnrArea__max', 'LotShape__MasVnrArea__std', 'LotShape__ExterQual__nunique', 'LotShape__ExterCond__nunique', 'LotShape__Foundation__nunique', 'LotShape__BsmtQual__nunique', 'LotShape__BsmtCond__nunique', 'LotShape__BsmtExposure__nunique', 'LotShape__BsmtFinType1__nunique', 'LotShape__BsmtFinSF1__mean', 'LotShape__BsmtFinSF1__min', 'LotShape__BsmtFinSF1__max', 'LotShape__BsmtFinSF1__std', 'LotShape__BsmtFinType2__nunique', 'LotShape__BsmtFinSF2__mean', 'LotShape__BsmtFinSF2__min', 'LotShape__BsmtFinSF2__max', 'LotShape__BsmtFinSF2__std', 'LotShape__BsmtUnfSF__mean', 'LotShape__BsmtUnfSF__min', 'LotShape__BsmtUnfSF__max', 'LotShape__BsmtUnfSF__std', 'LotShape__TotalBsmtSF__mean', 'LotShape__TotalBsmtSF__min', 'LotShape__TotalBsmtSF__max', 'LotShape__TotalBsmtSF__std', 'LotShape__Heating__nunique', 'LotShape__HeatingQC__nunique', 'LotShape__CentralAir__nunique', 'LotShape__Electrical__nunique', 'LotShape__1stFlrSF__mean', 'LotShape__1stFlrSF__min', 'LotShape__1stFlrSF__max', 'LotShape__1stFlrSF__std', 'LotShape__2ndFlrSF__mean', 'LotShape__2ndFlrSF__min', 'LotShape__2ndFlrSF__max', 'LotShape__2ndFlrSF__std', 'LotShape__LowQualFinSF__mean', 'LotShape__LowQualFinSF__min', 'LotShape__LowQualFinSF__max', 'LotShape__LowQualFinSF__std', 'LotShape__GrLivArea__mean', 'LotShape__GrLivArea__min', 'LotShape__GrLivArea__max', 'LotShape__GrLivArea__std', 'LotShape__BsmtFullBath__mean', 'LotShape__BsmtFullBath__min', 'LotShape__BsmtFullBath__max', 'LotShape__BsmtFullBath__std', 'LotShape__BsmtHalfBath__mean', 'LotShape__BsmtHalfBath__min', 'LotShape__BsmtHalfBath__max', 'LotShape__BsmtHalfBath__std', 'LotShape__FullBath__mean', 'LotShape__FullBath__min', 'LotShape__FullBath__max', 'LotShape__FullBath__std', 'LotShape__HalfBath__mean', 'LotShape__HalfBath__min', 'LotShape__HalfBath__max', 'LotShape__HalfBath__std', 'LotShape__BedroomAbvGr__mean', 'LotShape__BedroomAbvGr__min', 'LotShape__BedroomAbvGr__max', 'LotShape__BedroomAbvGr__std', 'LotShape__KitchenAbvGr__mean', 'LotShape__KitchenAbvGr__min', 'LotShape__KitchenAbvGr__max', 'LotShape__KitchenAbvGr__std', 'LotShape__KitchenQual__nunique', 'LotShape__TotRmsAbvGrd__mean', 'LotShape__TotRmsAbvGrd__min', 'LotShape__TotRmsAbvGrd__max', 'LotShape__TotRmsAbvGrd__std', 'LotShape__Functional__nunique', 'LotShape__Fireplaces__mean', 'LotShape__Fireplaces__min', 'LotShape__Fireplaces__max', 'LotShape__Fireplaces__std', 'LotShape__FireplaceQu__nunique', 'LotShape__GarageType__nunique', 'LotShape__GarageYrBlt__mean', 'LotShape__GarageYrBlt__min', 'LotShape__GarageYrBlt__max', 'LotShape__GarageYrBlt__std', 'LotShape__GarageFinish__nunique', 'LotShape__GarageCars__mean', 'LotShape__GarageCars__min', 'LotShape__GarageCars__max', 'LotShape__GarageCars__std', 'LotShape__GarageArea__mean', 'LotShape__GarageArea__min', 'LotShape__GarageArea__max', 'LotShape__GarageArea__std', 'LotShape__GarageQual__nunique', 'LotShape__GarageCond__nunique', 'LotShape__PavedDrive__nunique', 'LotShape__WoodDeckSF__mean', 'LotShape__WoodDeckSF__min', 'LotShape__WoodDeckSF__max', 'LotShape__WoodDeckSF__std', 'LotShape__OpenPorchSF__mean', 'LotShape__OpenPorchSF__min', 'LotShape__OpenPorchSF__max', 'LotShape__OpenPorchSF__std', 'LotShape__EnclosedPorch__mean', 'LotShape__EnclosedPorch__min', 'LotShape__EnclosedPorch__max', 'LotShape__EnclosedPorch__std', 'LotShape__3SsnPorch__mean', 'LotShape__3SsnPorch__min', 'LotShape__3SsnPorch__max', 'LotShape__3SsnPorch__std', 'LotShape__ScreenPorch__mean', 'LotShape__ScreenPorch__min', 'LotShape__ScreenPorch__max', 'LotShape__ScreenPorch__std', 'LotShape__PoolArea__mean', 'LotShape__PoolArea__min', 'LotShape__PoolArea__max', 'LotShape__PoolArea__std', 'LotShape__PoolQC__nunique', 'LotShape__Fence__nunique', 'LotShape__MiscFeature__nunique', 'LotShape__MiscVal__mean', 'LotShape__MiscVal__min', 'LotShape__MiscVal__max', 'LotShape__MiscVal__std', 'LotShape__MoSold__mean', 'LotShape__MoSold__min', 'LotShape__MoSold__max', 'LotShape__MoSold__std', 'LotShape__YrSold__mean', 'LotShape__YrSold__min', 'LotShape__YrSold__max', 'LotShape__YrSold__std', 'LotShape__SaleType__nunique', 'LotShape__SaleCondition__nunique', 'LandContour__MSSubClass__mean', 'LandContour__MSSubClass__min', 'LandContour__MSSubClass__max', 'LandContour__MSSubClass__std', 'LandContour__MSZoning__nunique', 'LandContour__LotFrontage__mean', 'LandContour__LotFrontage__min', 'LandContour__LotFrontage__max', 'LandContour__LotFrontage__std', 'LandContour__LotArea__mean', 'LandContour__LotArea__min', 'LandContour__LotArea__max', 'LandContour__LotArea__std', 'LandContour__Street__nunique', 'LandContour__Alley__nunique', 'LandContour__LotShape__nunique', 'LandContour__Utilities__nunique', 'LandContour__LotConfig__nunique', 'LandContour__LandSlope__nunique', 'LandContour__Neighborhood__nunique', 'LandContour__Condition1__nunique', 'LandContour__Condition2__nunique', 'LandContour__BldgType__nunique', 'LandContour__HouseStyle__nunique', 'LandContour__OverallQual__mean', 'LandContour__OverallQual__min', 'LandContour__OverallQual__max', 'LandContour__OverallQual__std', 'LandContour__OverallCond__mean', 'LandContour__OverallCond__min', 'LandContour__OverallCond__max', 'LandContour__OverallCond__std', 'LandContour__YearBuilt__mean', 'LandContour__YearBuilt__min', 'LandContour__YearBuilt__max', 'LandContour__YearBuilt__std', 'LandContour__YearRemodAdd__mean', 'LandContour__YearRemodAdd__min', 'LandContour__YearRemodAdd__max', 'LandContour__YearRemodAdd__std', 'LandContour__RoofStyle__nunique', 'LandContour__RoofMatl__nunique', 'LandContour__Exterior1st__nunique', 'LandContour__Exterior2nd__nunique', 'LandContour__MasVnrType__nunique', 'LandContour__MasVnrArea__mean', 'LandContour__MasVnrArea__min', 'LandContour__MasVnrArea__max', 'LandContour__MasVnrArea__std', 'LandContour__ExterQual__nunique', 'LandContour__ExterCond__nunique', 'LandContour__Foundation__nunique', 'LandContour__BsmtQual__nunique', 'LandContour__BsmtCond__nunique', 'LandContour__BsmtExposure__nunique', 'LandContour__BsmtFinType1__nunique', 'LandContour__BsmtFinSF1__mean', 'LandContour__BsmtFinSF1__min', 'LandContour__BsmtFinSF1__max', 'LandContour__BsmtFinSF1__std', 'LandContour__BsmtFinType2__nunique', 'LandContour__BsmtFinSF2__mean', 'LandContour__BsmtFinSF2__min', 'LandContour__BsmtFinSF2__max', 'LandContour__BsmtFinSF2__std', 'LandContour__BsmtUnfSF__mean', 'LandContour__BsmtUnfSF__min', 'LandContour__BsmtUnfSF__max', 'LandContour__BsmtUnfSF__std', 'LandContour__TotalBsmtSF__mean', 'LandContour__TotalBsmtSF__min', 'LandContour__TotalBsmtSF__max', 'LandContour__TotalBsmtSF__std', 'LandContour__Heating__nunique', 'LandContour__HeatingQC__nunique', 'LandContour__CentralAir__nunique', 'LandContour__Electrical__nunique', 'LandContour__1stFlrSF__mean', 'LandContour__1stFlrSF__min', 'LandContour__1stFlrSF__max', 'LandContour__1stFlrSF__std', 'LandContour__2ndFlrSF__mean', 'LandContour__2ndFlrSF__min', 'LandContour__2ndFlrSF__max', 'LandContour__2ndFlrSF__std', 'LandContour__LowQualFinSF__mean', 'LandContour__LowQualFinSF__min', 'LandContour__LowQualFinSF__max', 'LandContour__LowQualFinSF__std', 'LandContour__GrLivArea__mean', 'LandContour__GrLivArea__min', 'LandContour__GrLivArea__max', 'LandContour__GrLivArea__std', 'LandContour__BsmtFullBath__mean', 'LandContour__BsmtFullBath__min', 'LandContour__BsmtFullBath__max', 'LandContour__BsmtFullBath__std', 'LandContour__BsmtHalfBath__mean', 'LandContour__BsmtHalfBath__min', 'LandContour__BsmtHalfBath__max', 'LandContour__BsmtHalfBath__std', 'LandContour__FullBath__mean', 'LandContour__FullBath__min', 'LandContour__FullBath__max', 'LandContour__FullBath__std', 'LandContour__HalfBath__mean', 'LandContour__HalfBath__min', 'LandContour__HalfBath__max', 'LandContour__HalfBath__std', 'LandContour__BedroomAbvGr__mean', 'LandContour__BedroomAbvGr__min', 'LandContour__BedroomAbvGr__max', 'LandContour__BedroomAbvGr__std', 'LandContour__KitchenAbvGr__mean', 'LandContour__KitchenAbvGr__min', 'LandContour__KitchenAbvGr__max', 'LandContour__KitchenAbvGr__std', 'LandContour__KitchenQual__nunique', 'LandContour__TotRmsAbvGrd__mean', 'LandContour__TotRmsAbvGrd__min', 'LandContour__TotRmsAbvGrd__max', 'LandContour__TotRmsAbvGrd__std', 'LandContour__Functional__nunique', 'LandContour__Fireplaces__mean', 'LandContour__Fireplaces__min', 'LandContour__Fireplaces__max', 'LandContour__Fireplaces__std', 'LandContour__FireplaceQu__nunique', 'LandContour__GarageType__nunique', 'LandContour__GarageYrBlt__mean', 'LandContour__GarageYrBlt__min', 'LandContour__GarageYrBlt__max', 'LandContour__GarageYrBlt__std', 'LandContour__GarageFinish__nunique', 'LandContour__GarageCars__mean', 'LandContour__GarageCars__min', 'LandContour__GarageCars__max', 'LandContour__GarageCars__std', 'LandContour__GarageArea__mean', 'LandContour__GarageArea__min', 'LandContour__GarageArea__max', 'LandContour__GarageArea__std', 'LandContour__GarageQual__nunique', 'LandContour__GarageCond__nunique', 'LandContour__PavedDrive__nunique', 'LandContour__WoodDeckSF__mean', 'LandContour__WoodDeckSF__min', 'LandContour__WoodDeckSF__max', 'LandContour__WoodDeckSF__std', 'LandContour__OpenPorchSF__mean', 'LandContour__OpenPorchSF__min', 'LandContour__OpenPorchSF__max', 'LandContour__OpenPorchSF__std', 'LandContour__EnclosedPorch__mean', 'LandContour__EnclosedPorch__min', 'LandContour__EnclosedPorch__max', 'LandContour__EnclosedPorch__std', 'LandContour__3SsnPorch__mean', 'LandContour__3SsnPorch__min', 'LandContour__3SsnPorch__max', 'LandContour__3SsnPorch__std', 'LandContour__ScreenPorch__mean', 'LandContour__ScreenPorch__min', 'LandContour__ScreenPorch__max', 'LandContour__ScreenPorch__std', 'LandContour__PoolArea__mean', 'LandContour__PoolArea__min', 'LandContour__PoolArea__max', 'LandContour__PoolArea__std', 'LandContour__PoolQC__nunique', 'LandContour__Fence__nunique', 'LandContour__MiscFeature__nunique', 'LandContour__MiscVal__mean', 'LandContour__MiscVal__min', 'LandContour__MiscVal__max', 'LandContour__MiscVal__std', 'LandContour__MoSold__mean', 'LandContour__MoSold__min', 'LandContour__MoSold__max', 'LandContour__MoSold__std', 'LandContour__YrSold__mean', 'LandContour__YrSold__min', 'LandContour__YrSold__max', 'LandContour__YrSold__std', 'LandContour__SaleType__nunique', 'LandContour__SaleCondition__nunique', 'Utilities__MSSubClass__mean', 'Utilities__MSSubClass__min', 'Utilities__MSSubClass__max', 'Utilities__MSSubClass__std', 'Utilities__MSZoning__nunique', 'Utilities__LotFrontage__mean', 'Utilities__LotFrontage__min', 'Utilities__LotFrontage__max', 'Utilities__LotFrontage__std', 'Utilities__LotArea__mean', 'Utilities__LotArea__min', 'Utilities__LotArea__max', 'Utilities__LotArea__std', 'Utilities__Street__nunique', 'Utilities__Alley__nunique', 'Utilities__LotShape__nunique', 'Utilities__LandContour__nunique', 'Utilities__LotConfig__nunique', 'Utilities__LandSlope__nunique', 'Utilities__Neighborhood__nunique', 'Utilities__Condition1__nunique', 'Utilities__Condition2__nunique', 'Utilities__BldgType__nunique', 'Utilities__HouseStyle__nunique', 'Utilities__OverallQual__mean', 'Utilities__OverallQual__min', 'Utilities__OverallQual__max', 'Utilities__OverallQual__std', 'Utilities__OverallCond__mean', 'Utilities__OverallCond__min', 'Utilities__OverallCond__max', 'Utilities__OverallCond__std', 'Utilities__YearBuilt__mean', 'Utilities__YearBuilt__min', 'Utilities__YearBuilt__max', 'Utilities__YearBuilt__std', 'Utilities__YearRemodAdd__mean', 'Utilities__YearRemodAdd__min', 'Utilities__YearRemodAdd__max', 'Utilities__YearRemodAdd__std', 'Utilities__RoofStyle__nunique', 'Utilities__RoofMatl__nunique', 'Utilities__Exterior1st__nunique', 'Utilities__Exterior2nd__nunique', 'Utilities__MasVnrType__nunique', 'Utilities__MasVnrArea__mean', 'Utilities__MasVnrArea__min', 'Utilities__MasVnrArea__max', 'Utilities__MasVnrArea__std', 'Utilities__ExterQual__nunique', 'Utilities__ExterCond__nunique', 'Utilities__Foundation__nunique', 'Utilities__BsmtQual__nunique', 'Utilities__BsmtCond__nunique', 'Utilities__BsmtExposure__nunique', 'Utilities__BsmtFinType1__nunique', 'Utilities__BsmtFinSF1__mean', 'Utilities__BsmtFinSF1__min', 'Utilities__BsmtFinSF1__max', 'Utilities__BsmtFinSF1__std', 'Utilities__BsmtFinType2__nunique', 'Utilities__BsmtFinSF2__mean', 'Utilities__BsmtFinSF2__min', 'Utilities__BsmtFinSF2__max', 'Utilities__BsmtFinSF2__std', 'Utilities__BsmtUnfSF__mean', 'Utilities__BsmtUnfSF__min', 'Utilities__BsmtUnfSF__max', 'Utilities__BsmtUnfSF__std', 'Utilities__TotalBsmtSF__mean', 'Utilities__TotalBsmtSF__min', 'Utilities__TotalBsmtSF__max', 'Utilities__TotalBsmtSF__std', 'Utilities__Heating__nunique', 'Utilities__HeatingQC__nunique', 'Utilities__CentralAir__nunique', 'Utilities__Electrical__nunique', 'Utilities__1stFlrSF__mean', 'Utilities__1stFlrSF__min', 'Utilities__1stFlrSF__max', 'Utilities__1stFlrSF__std', 'Utilities__2ndFlrSF__mean', 'Utilities__2ndFlrSF__min', 'Utilities__2ndFlrSF__max', 'Utilities__2ndFlrSF__std', 'Utilities__LowQualFinSF__mean', 'Utilities__LowQualFinSF__min', 'Utilities__LowQualFinSF__max', 'Utilities__LowQualFinSF__std', 'Utilities__GrLivArea__mean', 'Utilities__GrLivArea__min', 'Utilities__GrLivArea__max', 'Utilities__GrLivArea__std', 'Utilities__BsmtFullBath__mean', 'Utilities__BsmtFullBath__min', 'Utilities__BsmtFullBath__max', 'Utilities__BsmtFullBath__std', 'Utilities__BsmtHalfBath__mean', 'Utilities__BsmtHalfBath__min', 'Utilities__BsmtHalfBath__max', 'Utilities__BsmtHalfBath__std', 'Utilities__FullBath__mean', 'Utilities__FullBath__min', 'Utilities__FullBath__max', 'Utilities__FullBath__std', 'Utilities__HalfBath__mean', 'Utilities__HalfBath__min', 'Utilities__HalfBath__max', 'Utilities__HalfBath__std', 'Utilities__BedroomAbvGr__mean', 'Utilities__BedroomAbvGr__min', 'Utilities__BedroomAbvGr__max', 'Utilities__BedroomAbvGr__std', 'Utilities__KitchenAbvGr__mean', 'Utilities__KitchenAbvGr__min', 'Utilities__KitchenAbvGr__max', 'Utilities__KitchenAbvGr__std', 'Utilities__KitchenQual__nunique', 'Utilities__TotRmsAbvGrd__mean', 'Utilities__TotRmsAbvGrd__min', 'Utilities__TotRmsAbvGrd__max', 'Utilities__TotRmsAbvGrd__std', 'Utilities__Functional__nunique', 'Utilities__Fireplaces__mean', 'Utilities__Fireplaces__min', 'Utilities__Fireplaces__max', 'Utilities__Fireplaces__std', 'Utilities__FireplaceQu__nunique', 'Utilities__GarageType__nunique', 'Utilities__GarageYrBlt__mean', 'Utilities__GarageYrBlt__min', 'Utilities__GarageYrBlt__max', 'Utilities__GarageYrBlt__std', 'Utilities__GarageFinish__nunique', 'Utilities__GarageCars__mean', 'Utilities__GarageCars__min', 'Utilities__GarageCars__max', 'Utilities__GarageCars__std', 'Utilities__GarageArea__mean', 'Utilities__GarageArea__min', 'Utilities__GarageArea__max', 'Utilities__GarageArea__std', 'Utilities__GarageQual__nunique', 'Utilities__GarageCond__nunique', 'Utilities__PavedDrive__nunique', 'Utilities__WoodDeckSF__mean', 'Utilities__WoodDeckSF__min', 'Utilities__WoodDeckSF__max', 'Utilities__WoodDeckSF__std', 'Utilities__OpenPorchSF__mean', 'Utilities__OpenPorchSF__min', 'Utilities__OpenPorchSF__max', 'Utilities__OpenPorchSF__std', 'Utilities__EnclosedPorch__mean', 'Utilities__EnclosedPorch__min', 'Utilities__EnclosedPorch__max', 'Utilities__EnclosedPorch__std', 'Utilities__3SsnPorch__mean', 'Utilities__3SsnPorch__min', 'Utilities__3SsnPorch__max', 'Utilities__3SsnPorch__std', 'Utilities__ScreenPorch__mean', 'Utilities__ScreenPorch__min', 'Utilities__ScreenPorch__max', 'Utilities__ScreenPorch__std', 'Utilities__PoolArea__mean', 'Utilities__PoolArea__min', 'Utilities__PoolArea__max', 'Utilities__PoolArea__std', 'Utilities__PoolQC__nunique', 'Utilities__Fence__nunique', 'Utilities__MiscFeature__nunique', 'Utilities__MiscVal__mean', 'Utilities__MiscVal__min', 'Utilities__MiscVal__max', 'Utilities__MiscVal__std', 'Utilities__MoSold__mean', 'Utilities__MoSold__min', 'Utilities__MoSold__max', 'Utilities__MoSold__std', 'Utilities__YrSold__mean', 'Utilities__YrSold__min', 'Utilities__YrSold__max', 'Utilities__YrSold__std', 'Utilities__SaleType__nunique', 'Utilities__SaleCondition__nunique', 'LotConfig__MSSubClass__mean', 'LotConfig__MSSubClass__min', 'LotConfig__MSSubClass__max', 'LotConfig__MSSubClass__std', 'LotConfig__MSZoning__nunique', 'LotConfig__LotFrontage__mean', 'LotConfig__LotFrontage__min', 'LotConfig__LotFrontage__max', 'LotConfig__LotFrontage__std', 'LotConfig__LotArea__mean', 'LotConfig__LotArea__min', 'LotConfig__LotArea__max', 'LotConfig__LotArea__std', 'LotConfig__Street__nunique', 'LotConfig__Alley__nunique', 'LotConfig__LotShape__nunique', 'LotConfig__LandContour__nunique', 'LotConfig__Utilities__nunique', 'LotConfig__LandSlope__nunique', 'LotConfig__Neighborhood__nunique', 'LotConfig__Condition1__nunique', 'LotConfig__Condition2__nunique', 'LotConfig__BldgType__nunique', 'LotConfig__HouseStyle__nunique', 'LotConfig__OverallQual__mean', 'LotConfig__OverallQual__min', 'LotConfig__OverallQual__max', 'LotConfig__OverallQual__std', 'LotConfig__OverallCond__mean', 'LotConfig__OverallCond__min', 'LotConfig__OverallCond__max', 'LotConfig__OverallCond__std', 'LotConfig__YearBuilt__mean', 'LotConfig__YearBuilt__min', 'LotConfig__YearBuilt__max', 'LotConfig__YearBuilt__std', 'LotConfig__YearRemodAdd__mean', 'LotConfig__YearRemodAdd__min', 'LotConfig__YearRemodAdd__max', 'LotConfig__YearRemodAdd__std', 'LotConfig__RoofStyle__nunique', 'LotConfig__RoofMatl__nunique', 'LotConfig__Exterior1st__nunique', 'LotConfig__Exterior2nd__nunique', 'LotConfig__MasVnrType__nunique', 'LotConfig__MasVnrArea__mean', 'LotConfig__MasVnrArea__min', 'LotConfig__MasVnrArea__max', 'LotConfig__MasVnrArea__std', 'LotConfig__ExterQual__nunique', 'LotConfig__ExterCond__nunique', 'LotConfig__Foundation__nunique', 'LotConfig__BsmtQual__nunique', 'LotConfig__BsmtCond__nunique', 'LotConfig__BsmtExposure__nunique', 'LotConfig__BsmtFinType1__nunique', 'LotConfig__BsmtFinSF1__mean', 'LotConfig__BsmtFinSF1__min', 'LotConfig__BsmtFinSF1__max', 'LotConfig__BsmtFinSF1__std', 'LotConfig__BsmtFinType2__nunique', 'LotConfig__BsmtFinSF2__mean', 'LotConfig__BsmtFinSF2__min', 'LotConfig__BsmtFinSF2__max', 'LotConfig__BsmtFinSF2__std', 'LotConfig__BsmtUnfSF__mean', 'LotConfig__BsmtUnfSF__min', 'LotConfig__BsmtUnfSF__max', 'LotConfig__BsmtUnfSF__std', 'LotConfig__TotalBsmtSF__mean', 'LotConfig__TotalBsmtSF__min', 'LotConfig__TotalBsmtSF__max', 'LotConfig__TotalBsmtSF__std', 'LotConfig__Heating__nunique', 'LotConfig__HeatingQC__nunique', 'LotConfig__CentralAir__nunique', 'LotConfig__Electrical__nunique', 'LotConfig__1stFlrSF__mean', 'LotConfig__1stFlrSF__min', 'LotConfig__1stFlrSF__max', 'LotConfig__1stFlrSF__std', 'LotConfig__2ndFlrSF__mean', 'LotConfig__2ndFlrSF__min', 'LotConfig__2ndFlrSF__max', 'LotConfig__2ndFlrSF__std', 'LotConfig__LowQualFinSF__mean', 'LotConfig__LowQualFinSF__min', 'LotConfig__LowQualFinSF__max', 'LotConfig__LowQualFinSF__std', 'LotConfig__GrLivArea__mean', 'LotConfig__GrLivArea__min', 'LotConfig__GrLivArea__max', 'LotConfig__GrLivArea__std', 'LotConfig__BsmtFullBath__mean', 'LotConfig__BsmtFullBath__min', 'LotConfig__BsmtFullBath__max', 'LotConfig__BsmtFullBath__std', 'LotConfig__BsmtHalfBath__mean', 'LotConfig__BsmtHalfBath__min', 'LotConfig__BsmtHalfBath__max', 'LotConfig__BsmtHalfBath__std', 'LotConfig__FullBath__mean', 'LotConfig__FullBath__min', 'LotConfig__FullBath__max', 'LotConfig__FullBath__std', 'LotConfig__HalfBath__mean', 'LotConfig__HalfBath__min', 'LotConfig__HalfBath__max', 'LotConfig__HalfBath__std', 'LotConfig__BedroomAbvGr__mean', 'LotConfig__BedroomAbvGr__min', 'LotConfig__BedroomAbvGr__max', 'LotConfig__BedroomAbvGr__std', 'LotConfig__KitchenAbvGr__mean', 'LotConfig__KitchenAbvGr__min', 'LotConfig__KitchenAbvGr__max', 'LotConfig__KitchenAbvGr__std', 'LotConfig__KitchenQual__nunique', 'LotConfig__TotRmsAbvGrd__mean', 'LotConfig__TotRmsAbvGrd__min', 'LotConfig__TotRmsAbvGrd__max', 'LotConfig__TotRmsAbvGrd__std', 'LotConfig__Functional__nunique', 'LotConfig__Fireplaces__mean', 'LotConfig__Fireplaces__min', 'LotConfig__Fireplaces__max', 'LotConfig__Fireplaces__std', 'LotConfig__FireplaceQu__nunique', 'LotConfig__GarageType__nunique', 'LotConfig__GarageYrBlt__mean', 'LotConfig__GarageYrBlt__min', 'LotConfig__GarageYrBlt__max', 'LotConfig__GarageYrBlt__std', 'LotConfig__GarageFinish__nunique', 'LotConfig__GarageCars__mean', 'LotConfig__GarageCars__min', 'LotConfig__GarageCars__max', 'LotConfig__GarageCars__std', 'LotConfig__GarageArea__mean', 'LotConfig__GarageArea__min', 'LotConfig__GarageArea__max', 'LotConfig__GarageArea__std', 'LotConfig__GarageQual__nunique', 'LotConfig__GarageCond__nunique', 'LotConfig__PavedDrive__nunique', 'LotConfig__WoodDeckSF__mean', 'LotConfig__WoodDeckSF__min', 'LotConfig__WoodDeckSF__max', 'LotConfig__WoodDeckSF__std', 'LotConfig__OpenPorchSF__mean', 'LotConfig__OpenPorchSF__min', 'LotConfig__OpenPorchSF__max', 'LotConfig__OpenPorchSF__std', 'LotConfig__EnclosedPorch__mean', 'LotConfig__EnclosedPorch__min', 'LotConfig__EnclosedPorch__max', 'LotConfig__EnclosedPorch__std', 'LotConfig__3SsnPorch__mean', 'LotConfig__3SsnPorch__min', 'LotConfig__3SsnPorch__max', 'LotConfig__3SsnPorch__std', 'LotConfig__ScreenPorch__mean', 'LotConfig__ScreenPorch__min', 'LotConfig__ScreenPorch__max', 'LotConfig__ScreenPorch__std', 'LotConfig__PoolArea__mean', 'LotConfig__PoolArea__min', 'LotConfig__PoolArea__max', 'LotConfig__PoolArea__std', 'LotConfig__PoolQC__nunique', 'LotConfig__Fence__nunique', 'LotConfig__MiscFeature__nunique', 'LotConfig__MiscVal__mean', 'LotConfig__MiscVal__min', 'LotConfig__MiscVal__max', 'LotConfig__MiscVal__std', 'LotConfig__MoSold__mean', 'LotConfig__MoSold__min', 'LotConfig__MoSold__max', 'LotConfig__MoSold__std', 'LotConfig__YrSold__mean', 'LotConfig__YrSold__min', 'LotConfig__YrSold__max', 'LotConfig__YrSold__std', 'LotConfig__SaleType__nunique', 'LotConfig__SaleCondition__nunique', 'LandSlope__MSSubClass__mean', 'LandSlope__MSSubClass__min', 'LandSlope__MSSubClass__max', 'LandSlope__MSSubClass__std', 'LandSlope__MSZoning__nunique', 'LandSlope__LotFrontage__mean', 'LandSlope__LotFrontage__min', 'LandSlope__LotFrontage__max', 'LandSlope__LotFrontage__std', 'LandSlope__LotArea__mean', 'LandSlope__LotArea__min', 'LandSlope__LotArea__max', 'LandSlope__LotArea__std', 'LandSlope__Street__nunique', 'LandSlope__Alley__nunique', 'LandSlope__LotShape__nunique', 'LandSlope__LandContour__nunique', 'LandSlope__Utilities__nunique', 'LandSlope__LotConfig__nunique', 'LandSlope__Neighborhood__nunique', 'LandSlope__Condition1__nunique', 'LandSlope__Condition2__nunique', 'LandSlope__BldgType__nunique', 'LandSlope__HouseStyle__nunique', 'LandSlope__OverallQual__mean', 'LandSlope__OverallQual__min', 'LandSlope__OverallQual__max', 'LandSlope__OverallQual__std', 'LandSlope__OverallCond__mean', 'LandSlope__OverallCond__min', 'LandSlope__OverallCond__max', 'LandSlope__OverallCond__std', 'LandSlope__YearBuilt__mean', 'LandSlope__YearBuilt__min', 'LandSlope__YearBuilt__max', 'LandSlope__YearBuilt__std', 'LandSlope__YearRemodAdd__mean', 'LandSlope__YearRemodAdd__min', 'LandSlope__YearRemodAdd__max', 'LandSlope__YearRemodAdd__std', 'LandSlope__RoofStyle__nunique', 'LandSlope__RoofMatl__nunique', 'LandSlope__Exterior1st__nunique', 'LandSlope__Exterior2nd__nunique', 'LandSlope__MasVnrType__nunique', 'LandSlope__MasVnrArea__mean', 'LandSlope__MasVnrArea__min', 'LandSlope__MasVnrArea__max', 'LandSlope__MasVnrArea__std', 'LandSlope__ExterQual__nunique', 'LandSlope__ExterCond__nunique', 'LandSlope__Foundation__nunique', 'LandSlope__BsmtQual__nunique', 'LandSlope__BsmtCond__nunique', 'LandSlope__BsmtExposure__nunique', 'LandSlope__BsmtFinType1__nunique', 'LandSlope__BsmtFinSF1__mean', 'LandSlope__BsmtFinSF1__min', 'LandSlope__BsmtFinSF1__max', 'LandSlope__BsmtFinSF1__std', 'LandSlope__BsmtFinType2__nunique', 'LandSlope__BsmtFinSF2__mean', 'LandSlope__BsmtFinSF2__min', 'LandSlope__BsmtFinSF2__max', 'LandSlope__BsmtFinSF2__std', 'LandSlope__BsmtUnfSF__mean', 'LandSlope__BsmtUnfSF__min', 'LandSlope__BsmtUnfSF__max', 'LandSlope__BsmtUnfSF__std', 'LandSlope__TotalBsmtSF__mean', 'LandSlope__TotalBsmtSF__min', 'LandSlope__TotalBsmtSF__max', 'LandSlope__TotalBsmtSF__std', 'LandSlope__Heating__nunique', 'LandSlope__HeatingQC__nunique', 'LandSlope__CentralAir__nunique', 'LandSlope__Electrical__nunique', 'LandSlope__1stFlrSF__mean', 'LandSlope__1stFlrSF__min', 'LandSlope__1stFlrSF__max', 'LandSlope__1stFlrSF__std', 'LandSlope__2ndFlrSF__mean', 'LandSlope__2ndFlrSF__min', 'LandSlope__2ndFlrSF__max', 'LandSlope__2ndFlrSF__std', 'LandSlope__LowQualFinSF__mean', 'LandSlope__LowQualFinSF__min', 'LandSlope__LowQualFinSF__max', 'LandSlope__LowQualFinSF__std', 'LandSlope__GrLivArea__mean', 'LandSlope__GrLivArea__min', 'LandSlope__GrLivArea__max', 'LandSlope__GrLivArea__std', 'LandSlope__BsmtFullBath__mean', 'LandSlope__BsmtFullBath__min', 'LandSlope__BsmtFullBath__max', 'LandSlope__BsmtFullBath__std', 'LandSlope__BsmtHalfBath__mean', 'LandSlope__BsmtHalfBath__min', 'LandSlope__BsmtHalfBath__max', 'LandSlope__BsmtHalfBath__std', 'LandSlope__FullBath__mean', 'LandSlope__FullBath__min', 'LandSlope__FullBath__max', 'LandSlope__FullBath__std', 'LandSlope__HalfBath__mean', 'LandSlope__HalfBath__min', 'LandSlope__HalfBath__max', 'LandSlope__HalfBath__std', 'LandSlope__BedroomAbvGr__mean', 'LandSlope__BedroomAbvGr__min', 'LandSlope__BedroomAbvGr__max', 'LandSlope__BedroomAbvGr__std', 'LandSlope__KitchenAbvGr__mean', 'LandSlope__KitchenAbvGr__min', 'LandSlope__KitchenAbvGr__max', 'LandSlope__KitchenAbvGr__std', 'LandSlope__KitchenQual__nunique', 'LandSlope__TotRmsAbvGrd__mean', 'LandSlope__TotRmsAbvGrd__min', 'LandSlope__TotRmsAbvGrd__max', 'LandSlope__TotRmsAbvGrd__std', 'LandSlope__Functional__nunique', 'LandSlope__Fireplaces__mean', 'LandSlope__Fireplaces__min', 'LandSlope__Fireplaces__max', 'LandSlope__Fireplaces__std', 'LandSlope__FireplaceQu__nunique', 'LandSlope__GarageType__nunique', 'LandSlope__GarageYrBlt__mean', 'LandSlope__GarageYrBlt__min', 'LandSlope__GarageYrBlt__max', 'LandSlope__GarageYrBlt__std', 'LandSlope__GarageFinish__nunique', 'LandSlope__GarageCars__mean', 'LandSlope__GarageCars__min', 'LandSlope__GarageCars__max', 'LandSlope__GarageCars__std', 'LandSlope__GarageArea__mean', 'LandSlope__GarageArea__min', 'LandSlope__GarageArea__max', 'LandSlope__GarageArea__std', 'LandSlope__GarageQual__nunique', 'LandSlope__GarageCond__nunique', 'LandSlope__PavedDrive__nunique', 'LandSlope__WoodDeckSF__mean', 'LandSlope__WoodDeckSF__min', 'LandSlope__WoodDeckSF__max', 'LandSlope__WoodDeckSF__std', 'LandSlope__OpenPorchSF__mean', 'LandSlope__OpenPorchSF__min', 'LandSlope__OpenPorchSF__max', 'LandSlope__OpenPorchSF__std', 'LandSlope__EnclosedPorch__mean', 'LandSlope__EnclosedPorch__min', 'LandSlope__EnclosedPorch__max', 'LandSlope__EnclosedPorch__std', 'LandSlope__3SsnPorch__mean', 'LandSlope__3SsnPorch__min', 'LandSlope__3SsnPorch__max', 'LandSlope__3SsnPorch__std', 'LandSlope__ScreenPorch__mean', 'LandSlope__ScreenPorch__min', 'LandSlope__ScreenPorch__max', 'LandSlope__ScreenPorch__std', 'LandSlope__PoolArea__mean', 'LandSlope__PoolArea__min', 'LandSlope__PoolArea__max', 'LandSlope__PoolArea__std', 'LandSlope__PoolQC__nunique', 'LandSlope__Fence__nunique', 'LandSlope__MiscFeature__nunique', 'LandSlope__MiscVal__mean', 'LandSlope__MiscVal__min', 'LandSlope__MiscVal__max', 'LandSlope__MiscVal__std', 'LandSlope__MoSold__mean', 'LandSlope__MoSold__min', 'LandSlope__MoSold__max', 'LandSlope__MoSold__std', 'LandSlope__YrSold__mean', 'LandSlope__YrSold__min', 'LandSlope__YrSold__max', 'LandSlope__YrSold__std', 'LandSlope__SaleType__nunique', 'LandSlope__SaleCondition__nunique', 'Neighborhood__MSSubClass__mean', 'Neighborhood__MSSubClass__min', 'Neighborhood__MSSubClass__max', 'Neighborhood__MSSubClass__std', 'Neighborhood__MSZoning__nunique', 'Neighborhood__LotFrontage__mean', 'Neighborhood__LotFrontage__min', 'Neighborhood__LotFrontage__max', 'Neighborhood__LotFrontage__std', 'Neighborhood__LotArea__mean', 'Neighborhood__LotArea__min', 'Neighborhood__LotArea__max', 'Neighborhood__LotArea__std', 'Neighborhood__Street__nunique', 'Neighborhood__Alley__nunique', 'Neighborhood__LotShape__nunique', 'Neighborhood__LandContour__nunique', 'Neighborhood__Utilities__nunique', 'Neighborhood__LotConfig__nunique', 'Neighborhood__LandSlope__nunique', 'Neighborhood__Condition1__nunique', 'Neighborhood__Condition2__nunique', 'Neighborhood__BldgType__nunique', 'Neighborhood__HouseStyle__nunique', 'Neighborhood__OverallQual__mean', 'Neighborhood__OverallQual__min', 'Neighborhood__OverallQual__max', 'Neighborhood__OverallQual__std', 'Neighborhood__OverallCond__mean', 'Neighborhood__OverallCond__min', 'Neighborhood__OverallCond__max', 'Neighborhood__OverallCond__std', 'Neighborhood__YearBuilt__mean', 'Neighborhood__YearBuilt__min', 'Neighborhood__YearBuilt__max', 'Neighborhood__YearBuilt__std', 'Neighborhood__YearRemodAdd__mean', 'Neighborhood__YearRemodAdd__min', 'Neighborhood__YearRemodAdd__max', 'Neighborhood__YearRemodAdd__std', 'Neighborhood__RoofStyle__nunique', 'Neighborhood__RoofMatl__nunique', 'Neighborhood__Exterior1st__nunique', 'Neighborhood__Exterior2nd__nunique', 'Neighborhood__MasVnrType__nunique', 'Neighborhood__MasVnrArea__mean', 'Neighborhood__MasVnrArea__min', 'Neighborhood__MasVnrArea__max', 'Neighborhood__MasVnrArea__std', 'Neighborhood__ExterQual__nunique', 'Neighborhood__ExterCond__nunique', 'Neighborhood__Foundation__nunique', 'Neighborhood__BsmtQual__nunique', 'Neighborhood__BsmtCond__nunique', 'Neighborhood__BsmtExposure__nunique', 'Neighborhood__BsmtFinType1__nunique', 'Neighborhood__BsmtFinSF1__mean', 'Neighborhood__BsmtFinSF1__min', 'Neighborhood__BsmtFinSF1__max', 'Neighborhood__BsmtFinSF1__std', 'Neighborhood__BsmtFinType2__nunique', 'Neighborhood__BsmtFinSF2__mean', 'Neighborhood__BsmtFinSF2__min', 'Neighborhood__BsmtFinSF2__max', 'Neighborhood__BsmtFinSF2__std', 'Neighborhood__BsmtUnfSF__mean', 'Neighborhood__BsmtUnfSF__min', 'Neighborhood__BsmtUnfSF__max', 'Neighborhood__BsmtUnfSF__std', 'Neighborhood__TotalBsmtSF__mean', 'Neighborhood__TotalBsmtSF__min', 'Neighborhood__TotalBsmtSF__max', 'Neighborhood__TotalBsmtSF__std', 'Neighborhood__Heating__nunique', 'Neighborhood__HeatingQC__nunique', 'Neighborhood__CentralAir__nunique', 'Neighborhood__Electrical__nunique', 'Neighborhood__1stFlrSF__mean', 'Neighborhood__1stFlrSF__min', 'Neighborhood__1stFlrSF__max', 'Neighborhood__1stFlrSF__std', 'Neighborhood__2ndFlrSF__mean', 'Neighborhood__2ndFlrSF__min', 'Neighborhood__2ndFlrSF__max', 'Neighborhood__2ndFlrSF__std', 'Neighborhood__LowQualFinSF__mean', 'Neighborhood__LowQualFinSF__min', 'Neighborhood__LowQualFinSF__max', 'Neighborhood__LowQualFinSF__std', 'Neighborhood__GrLivArea__mean', 'Neighborhood__GrLivArea__min', 'Neighborhood__GrLivArea__max', 'Neighborhood__GrLivArea__std', 'Neighborhood__BsmtFullBath__mean', 'Neighborhood__BsmtFullBath__min', 'Neighborhood__BsmtFullBath__max', 'Neighborhood__BsmtFullBath__std', 'Neighborhood__BsmtHalfBath__mean', 'Neighborhood__BsmtHalfBath__min', 'Neighborhood__BsmtHalfBath__max', 'Neighborhood__BsmtHalfBath__std', 'Neighborhood__FullBath__mean', 'Neighborhood__FullBath__min', 'Neighborhood__FullBath__max', 'Neighborhood__FullBath__std', 'Neighborhood__HalfBath__mean', 'Neighborhood__HalfBath__min', 'Neighborhood__HalfBath__max', 'Neighborhood__HalfBath__std', 'Neighborhood__BedroomAbvGr__mean', 'Neighborhood__BedroomAbvGr__min', 'Neighborhood__BedroomAbvGr__max', 'Neighborhood__BedroomAbvGr__std', 'Neighborhood__KitchenAbvGr__mean', 'Neighborhood__KitchenAbvGr__min', 'Neighborhood__KitchenAbvGr__max', 'Neighborhood__KitchenAbvGr__std', 'Neighborhood__KitchenQual__nunique', 'Neighborhood__TotRmsAbvGrd__mean', 'Neighborhood__TotRmsAbvGrd__min', 'Neighborhood__TotRmsAbvGrd__max', 'Neighborhood__TotRmsAbvGrd__std', 'Neighborhood__Functional__nunique', 'Neighborhood__Fireplaces__mean', 'Neighborhood__Fireplaces__min', 'Neighborhood__Fireplaces__max', 'Neighborhood__Fireplaces__std', 'Neighborhood__FireplaceQu__nunique', 'Neighborhood__GarageType__nunique', 'Neighborhood__GarageYrBlt__mean', 'Neighborhood__GarageYrBlt__min', 'Neighborhood__GarageYrBlt__max', 'Neighborhood__GarageYrBlt__std', 'Neighborhood__GarageFinish__nunique', 'Neighborhood__GarageCars__mean', 'Neighborhood__GarageCars__min', 'Neighborhood__GarageCars__max', 'Neighborhood__GarageCars__std', 'Neighborhood__GarageArea__mean', 'Neighborhood__GarageArea__min', 'Neighborhood__GarageArea__max', 'Neighborhood__GarageArea__std', 'Neighborhood__GarageQual__nunique', 'Neighborhood__GarageCond__nunique', 'Neighborhood__PavedDrive__nunique', 'Neighborhood__WoodDeckSF__mean', 'Neighborhood__WoodDeckSF__min', 'Neighborhood__WoodDeckSF__max', 'Neighborhood__WoodDeckSF__std', 'Neighborhood__OpenPorchSF__mean', 'Neighborhood__OpenPorchSF__min', 'Neighborhood__OpenPorchSF__max', 'Neighborhood__OpenPorchSF__std', 'Neighborhood__EnclosedPorch__mean', 'Neighborhood__EnclosedPorch__min', 'Neighborhood__EnclosedPorch__max', 'Neighborhood__EnclosedPorch__std', 'Neighborhood__3SsnPorch__mean', 'Neighborhood__3SsnPorch__min', 'Neighborhood__3SsnPorch__max', 'Neighborhood__3SsnPorch__std', 'Neighborhood__ScreenPorch__mean', 'Neighborhood__ScreenPorch__min', 'Neighborhood__ScreenPorch__max', 'Neighborhood__ScreenPorch__std', 'Neighborhood__PoolArea__mean', 'Neighborhood__PoolArea__min', 'Neighborhood__PoolArea__max', 'Neighborhood__PoolArea__std', 'Neighborhood__PoolQC__nunique', 'Neighborhood__Fence__nunique', 'Neighborhood__MiscFeature__nunique', 'Neighborhood__MiscVal__mean', 'Neighborhood__MiscVal__min', 'Neighborhood__MiscVal__max', 'Neighborhood__MiscVal__std', 'Neighborhood__MoSold__mean', 'Neighborhood__MoSold__min', 'Neighborhood__MoSold__max', 'Neighborhood__MoSold__std', 'Neighborhood__YrSold__mean', 'Neighborhood__YrSold__min', 'Neighborhood__YrSold__max', 'Neighborhood__YrSold__std', 'Neighborhood__SaleType__nunique', 'Neighborhood__SaleCondition__nunique', 'Condition1__MSSubClass__mean', 'Condition1__MSSubClass__min', 'Condition1__MSSubClass__max', 'Condition1__MSSubClass__std', 'Condition1__MSZoning__nunique', 'Condition1__LotFrontage__mean', 'Condition1__LotFrontage__min', 'Condition1__LotFrontage__max', 'Condition1__LotFrontage__std', 'Condition1__LotArea__mean', 'Condition1__LotArea__min', 'Condition1__LotArea__max', 'Condition1__LotArea__std', 'Condition1__Street__nunique', 'Condition1__Alley__nunique', 'Condition1__LotShape__nunique', 'Condition1__LandContour__nunique', 'Condition1__Utilities__nunique', 'Condition1__LotConfig__nunique', 'Condition1__LandSlope__nunique', 'Condition1__Neighborhood__nunique', 'Condition1__Condition2__nunique', 'Condition1__BldgType__nunique', 'Condition1__HouseStyle__nunique', 'Condition1__OverallQual__mean', 'Condition1__OverallQual__min', 'Condition1__OverallQual__max', 'Condition1__OverallQual__std', 'Condition1__OverallCond__mean', 'Condition1__OverallCond__min', 'Condition1__OverallCond__max', 'Condition1__OverallCond__std', 'Condition1__YearBuilt__mean', 'Condition1__YearBuilt__min', 'Condition1__YearBuilt__max', 'Condition1__YearBuilt__std', 'Condition1__YearRemodAdd__mean', 'Condition1__YearRemodAdd__min', 'Condition1__YearRemodAdd__max', 'Condition1__YearRemodAdd__std', 'Condition1__RoofStyle__nunique', 'Condition1__RoofMatl__nunique', 'Condition1__Exterior1st__nunique', 'Condition1__Exterior2nd__nunique', 'Condition1__MasVnrType__nunique', 'Condition1__MasVnrArea__mean', 'Condition1__MasVnrArea__min', 'Condition1__MasVnrArea__max', 'Condition1__MasVnrArea__std', 'Condition1__ExterQual__nunique', 'Condition1__ExterCond__nunique', 'Condition1__Foundation__nunique', 'Condition1__BsmtQual__nunique', 'Condition1__BsmtCond__nunique', 'Condition1__BsmtExposure__nunique', 'Condition1__BsmtFinType1__nunique', 'Condition1__BsmtFinSF1__mean', 'Condition1__BsmtFinSF1__min', 'Condition1__BsmtFinSF1__max', 'Condition1__BsmtFinSF1__std', 'Condition1__BsmtFinType2__nunique', 'Condition1__BsmtFinSF2__mean', 'Condition1__BsmtFinSF2__min', 'Condition1__BsmtFinSF2__max', 'Condition1__BsmtFinSF2__std', 'Condition1__BsmtUnfSF__mean', 'Condition1__BsmtUnfSF__min', 'Condition1__BsmtUnfSF__max', 'Condition1__BsmtUnfSF__std', 'Condition1__TotalBsmtSF__mean', 'Condition1__TotalBsmtSF__min', 'Condition1__TotalBsmtSF__max', 'Condition1__TotalBsmtSF__std', 'Condition1__Heating__nunique', 'Condition1__HeatingQC__nunique', 'Condition1__CentralAir__nunique', 'Condition1__Electrical__nunique', 'Condition1__1stFlrSF__mean', 'Condition1__1stFlrSF__min', 'Condition1__1stFlrSF__max', 'Condition1__1stFlrSF__std', 'Condition1__2ndFlrSF__mean', 'Condition1__2ndFlrSF__min', 'Condition1__2ndFlrSF__max', 'Condition1__2ndFlrSF__std', 'Condition1__LowQualFinSF__mean', 'Condition1__LowQualFinSF__min', 'Condition1__LowQualFinSF__max', 'Condition1__LowQualFinSF__std', 'Condition1__GrLivArea__mean', 'Condition1__GrLivArea__min', 'Condition1__GrLivArea__max', 'Condition1__GrLivArea__std', 'Condition1__BsmtFullBath__mean', 'Condition1__BsmtFullBath__min', 'Condition1__BsmtFullBath__max', 'Condition1__BsmtFullBath__std', 'Condition1__BsmtHalfBath__mean', 'Condition1__BsmtHalfBath__min', 'Condition1__BsmtHalfBath__max', 'Condition1__BsmtHalfBath__std', 'Condition1__FullBath__mean', 'Condition1__FullBath__min', 'Condition1__FullBath__max', 'Condition1__FullBath__std', 'Condition1__HalfBath__mean', 'Condition1__HalfBath__min', 'Condition1__HalfBath__max', 'Condition1__HalfBath__std', 'Condition1__BedroomAbvGr__mean', 'Condition1__BedroomAbvGr__min', 'Condition1__BedroomAbvGr__max', 'Condition1__BedroomAbvGr__std', 'Condition1__KitchenAbvGr__mean', 'Condition1__KitchenAbvGr__min', 'Condition1__KitchenAbvGr__max', 'Condition1__KitchenAbvGr__std', 'Condition1__KitchenQual__nunique', 'Condition1__TotRmsAbvGrd__mean', 'Condition1__TotRmsAbvGrd__min', 'Condition1__TotRmsAbvGrd__max', 'Condition1__TotRmsAbvGrd__std', 'Condition1__Functional__nunique', 'Condition1__Fireplaces__mean', 'Condition1__Fireplaces__min', 'Condition1__Fireplaces__max', 'Condition1__Fireplaces__std', 'Condition1__FireplaceQu__nunique', 'Condition1__GarageType__nunique', 'Condition1__GarageYrBlt__mean', 'Condition1__GarageYrBlt__min', 'Condition1__GarageYrBlt__max', 'Condition1__GarageYrBlt__std', 'Condition1__GarageFinish__nunique', 'Condition1__GarageCars__mean', 'Condition1__GarageCars__min', 'Condition1__GarageCars__max', 'Condition1__GarageCars__std', 'Condition1__GarageArea__mean', 'Condition1__GarageArea__min', 'Condition1__GarageArea__max', 'Condition1__GarageArea__std', 'Condition1__GarageQual__nunique', 'Condition1__GarageCond__nunique', 'Condition1__PavedDrive__nunique', 'Condition1__WoodDeckSF__mean', 'Condition1__WoodDeckSF__min', 'Condition1__WoodDeckSF__max', 'Condition1__WoodDeckSF__std', 'Condition1__OpenPorchSF__mean', 'Condition1__OpenPorchSF__min', 'Condition1__OpenPorchSF__max', 'Condition1__OpenPorchSF__std', 'Condition1__EnclosedPorch__mean', 'Condition1__EnclosedPorch__min', 'Condition1__EnclosedPorch__max', 'Condition1__EnclosedPorch__std', 'Condition1__3SsnPorch__mean', 'Condition1__3SsnPorch__min', 'Condition1__3SsnPorch__max', 'Condition1__3SsnPorch__std', 'Condition1__ScreenPorch__mean', 'Condition1__ScreenPorch__min', 'Condition1__ScreenPorch__max', 'Condition1__ScreenPorch__std', 'Condition1__PoolArea__mean', 'Condition1__PoolArea__min', 'Condition1__PoolArea__max', 'Condition1__PoolArea__std', 'Condition1__PoolQC__nunique', 'Condition1__Fence__nunique', 'Condition1__MiscFeature__nunique', 'Condition1__MiscVal__mean', 'Condition1__MiscVal__min', 'Condition1__MiscVal__max', 'Condition1__MiscVal__std', 'Condition1__MoSold__mean', 'Condition1__MoSold__min', 'Condition1__MoSold__max', 'Condition1__MoSold__std', 'Condition1__YrSold__mean', 'Condition1__YrSold__min', 'Condition1__YrSold__max', 'Condition1__YrSold__std', 'Condition1__SaleType__nunique', 'Condition1__SaleCondition__nunique', 'Condition2__MSSubClass__mean', 'Condition2__MSSubClass__min', 'Condition2__MSSubClass__max', 'Condition2__MSSubClass__std', 'Condition2__MSZoning__nunique', 'Condition2__LotFrontage__mean', 'Condition2__LotFrontage__min', 'Condition2__LotFrontage__max', 'Condition2__LotFrontage__std', 'Condition2__LotArea__mean', 'Condition2__LotArea__min', 'Condition2__LotArea__max', 'Condition2__LotArea__std', 'Condition2__Street__nunique', 'Condition2__Alley__nunique', 'Condition2__LotShape__nunique', 'Condition2__LandContour__nunique', 'Condition2__Utilities__nunique', 'Condition2__LotConfig__nunique', 'Condition2__LandSlope__nunique', 'Condition2__Neighborhood__nunique', 'Condition2__Condition1__nunique', 'Condition2__BldgType__nunique', 'Condition2__HouseStyle__nunique', 'Condition2__OverallQual__mean', 'Condition2__OverallQual__min', 'Condition2__OverallQual__max', 'Condition2__OverallQual__std', 'Condition2__OverallCond__mean', 'Condition2__OverallCond__min', 'Condition2__OverallCond__max', 'Condition2__OverallCond__std', 'Condition2__YearBuilt__mean', 'Condition2__YearBuilt__min', 'Condition2__YearBuilt__max', 'Condition2__YearBuilt__std', 'Condition2__YearRemodAdd__mean', 'Condition2__YearRemodAdd__min', 'Condition2__YearRemodAdd__max', 'Condition2__YearRemodAdd__std', 'Condition2__RoofStyle__nunique', 'Condition2__RoofMatl__nunique', 'Condition2__Exterior1st__nunique', 'Condition2__Exterior2nd__nunique', 'Condition2__MasVnrType__nunique', 'Condition2__MasVnrArea__mean', 'Condition2__MasVnrArea__min', 'Condition2__MasVnrArea__max', 'Condition2__MasVnrArea__std', 'Condition2__ExterQual__nunique', 'Condition2__ExterCond__nunique', 'Condition2__Foundation__nunique', 'Condition2__BsmtQual__nunique', 'Condition2__BsmtCond__nunique', 'Condition2__BsmtExposure__nunique', 'Condition2__BsmtFinType1__nunique', 'Condition2__BsmtFinSF1__mean', 'Condition2__BsmtFinSF1__min', 'Condition2__BsmtFinSF1__max', 'Condition2__BsmtFinSF1__std', 'Condition2__BsmtFinType2__nunique', 'Condition2__BsmtFinSF2__mean', 'Condition2__BsmtFinSF2__min', 'Condition2__BsmtFinSF2__max', 'Condition2__BsmtFinSF2__std', 'Condition2__BsmtUnfSF__mean', 'Condition2__BsmtUnfSF__min', 'Condition2__BsmtUnfSF__max', 'Condition2__BsmtUnfSF__std', 'Condition2__TotalBsmtSF__mean', 'Condition2__TotalBsmtSF__min', 'Condition2__TotalBsmtSF__max', 'Condition2__TotalBsmtSF__std', 'Condition2__Heating__nunique', 'Condition2__HeatingQC__nunique', 'Condition2__CentralAir__nunique', 'Condition2__Electrical__nunique', 'Condition2__1stFlrSF__mean', 'Condition2__1stFlrSF__min', 'Condition2__1stFlrSF__max', 'Condition2__1stFlrSF__std', 'Condition2__2ndFlrSF__mean', 'Condition2__2ndFlrSF__min', 'Condition2__2ndFlrSF__max', 'Condition2__2ndFlrSF__std', 'Condition2__LowQualFinSF__mean', 'Condition2__LowQualFinSF__min', 'Condition2__LowQualFinSF__max', 'Condition2__LowQualFinSF__std', 'Condition2__GrLivArea__mean', 'Condition2__GrLivArea__min', 'Condition2__GrLivArea__max', 'Condition2__GrLivArea__std', 'Condition2__BsmtFullBath__mean', 'Condition2__BsmtFullBath__min', 'Condition2__BsmtFullBath__max', 'Condition2__BsmtFullBath__std', 'Condition2__BsmtHalfBath__mean', 'Condition2__BsmtHalfBath__min', 'Condition2__BsmtHalfBath__max', 'Condition2__BsmtHalfBath__std', 'Condition2__FullBath__mean', 'Condition2__FullBath__min', 'Condition2__FullBath__max', 'Condition2__FullBath__std', 'Condition2__HalfBath__mean', 'Condition2__HalfBath__min', 'Condition2__HalfBath__max', 'Condition2__HalfBath__std', 'Condition2__BedroomAbvGr__mean', 'Condition2__BedroomAbvGr__min', 'Condition2__BedroomAbvGr__max', 'Condition2__BedroomAbvGr__std', 'Condition2__KitchenAbvGr__mean', 'Condition2__KitchenAbvGr__min', 'Condition2__KitchenAbvGr__max', 'Condition2__KitchenAbvGr__std', 'Condition2__KitchenQual__nunique', 'Condition2__TotRmsAbvGrd__mean', 'Condition2__TotRmsAbvGrd__min', 'Condition2__TotRmsAbvGrd__max', 'Condition2__TotRmsAbvGrd__std', 'Condition2__Functional__nunique', 'Condition2__Fireplaces__mean', 'Condition2__Fireplaces__min', 'Condition2__Fireplaces__max', 'Condition2__Fireplaces__std', 'Condition2__FireplaceQu__nunique', 'Condition2__GarageType__nunique', 'Condition2__GarageYrBlt__mean', 'Condition2__GarageYrBlt__min', 'Condition2__GarageYrBlt__max', 'Condition2__GarageYrBlt__std', 'Condition2__GarageFinish__nunique', 'Condition2__GarageCars__mean', 'Condition2__GarageCars__min', 'Condition2__GarageCars__max', 'Condition2__GarageCars__std', 'Condition2__GarageArea__mean', 'Condition2__GarageArea__min', 'Condition2__GarageArea__max', 'Condition2__GarageArea__std', 'Condition2__GarageQual__nunique', 'Condition2__GarageCond__nunique', 'Condition2__PavedDrive__nunique', 'Condition2__WoodDeckSF__mean', 'Condition2__WoodDeckSF__min', 'Condition2__WoodDeckSF__max', 'Condition2__WoodDeckSF__std', 'Condition2__OpenPorchSF__mean', 'Condition2__OpenPorchSF__min', 'Condition2__OpenPorchSF__max', 'Condition2__OpenPorchSF__std', 'Condition2__EnclosedPorch__mean', 'Condition2__EnclosedPorch__min', 'Condition2__EnclosedPorch__max', 'Condition2__EnclosedPorch__std', 'Condition2__3SsnPorch__mean', 'Condition2__3SsnPorch__min', 'Condition2__3SsnPorch__max', 'Condition2__3SsnPorch__std', 'Condition2__ScreenPorch__mean', 'Condition2__ScreenPorch__min', 'Condition2__ScreenPorch__max', 'Condition2__ScreenPorch__std', 'Condition2__PoolArea__mean', 'Condition2__PoolArea__min', 'Condition2__PoolArea__max', 'Condition2__PoolArea__std', 'Condition2__PoolQC__nunique', 'Condition2__Fence__nunique', 'Condition2__MiscFeature__nunique', 'Condition2__MiscVal__mean', 'Condition2__MiscVal__min', 'Condition2__MiscVal__max', 'Condition2__MiscVal__std', 'Condition2__MoSold__mean', 'Condition2__MoSold__min', 'Condition2__MoSold__max', 'Condition2__MoSold__std', 'Condition2__YrSold__mean', 'Condition2__YrSold__min', 'Condition2__YrSold__max', 'Condition2__YrSold__std', 'Condition2__SaleType__nunique', 'Condition2__SaleCondition__nunique', 'BldgType__MSSubClass__mean', 'BldgType__MSSubClass__min', 'BldgType__MSSubClass__max', 'BldgType__MSSubClass__std', 'BldgType__MSZoning__nunique', 'BldgType__LotFrontage__mean', 'BldgType__LotFrontage__min', 'BldgType__LotFrontage__max', 'BldgType__LotFrontage__std', 'BldgType__LotArea__mean', 'BldgType__LotArea__min', 'BldgType__LotArea__max', 'BldgType__LotArea__std', 'BldgType__Street__nunique', 'BldgType__Alley__nunique', 'BldgType__LotShape__nunique', 'BldgType__LandContour__nunique', 'BldgType__Utilities__nunique', 'BldgType__LotConfig__nunique', 'BldgType__LandSlope__nunique', 'BldgType__Neighborhood__nunique', 'BldgType__Condition1__nunique', 'BldgType__Condition2__nunique', 'BldgType__HouseStyle__nunique', 'BldgType__OverallQual__mean', 'BldgType__OverallQual__min', 'BldgType__OverallQual__max', 'BldgType__OverallQual__std', 'BldgType__OverallCond__mean', 'BldgType__OverallCond__min', 'BldgType__OverallCond__max', 'BldgType__OverallCond__std', 'BldgType__YearBuilt__mean', 'BldgType__YearBuilt__min', 'BldgType__YearBuilt__max', 'BldgType__YearBuilt__std', 'BldgType__YearRemodAdd__mean', 'BldgType__YearRemodAdd__min', 'BldgType__YearRemodAdd__max', 'BldgType__YearRemodAdd__std', 'BldgType__RoofStyle__nunique', 'BldgType__RoofMatl__nunique', 'BldgType__Exterior1st__nunique', 'BldgType__Exterior2nd__nunique', 'BldgType__MasVnrType__nunique', 'BldgType__MasVnrArea__mean', 'BldgType__MasVnrArea__min', 'BldgType__MasVnrArea__max', 'BldgType__MasVnrArea__std', 'BldgType__ExterQual__nunique', 'BldgType__ExterCond__nunique', 'BldgType__Foundation__nunique', 'BldgType__BsmtQual__nunique', 'BldgType__BsmtCond__nunique', 'BldgType__BsmtExposure__nunique', 'BldgType__BsmtFinType1__nunique', 'BldgType__BsmtFinSF1__mean', 'BldgType__BsmtFinSF1__min', 'BldgType__BsmtFinSF1__max', 'BldgType__BsmtFinSF1__std', 'BldgType__BsmtFinType2__nunique', 'BldgType__BsmtFinSF2__mean', 'BldgType__BsmtFinSF2__min', 'BldgType__BsmtFinSF2__max', 'BldgType__BsmtFinSF2__std', 'BldgType__BsmtUnfSF__mean', 'BldgType__BsmtUnfSF__min', 'BldgType__BsmtUnfSF__max', 'BldgType__BsmtUnfSF__std', 'BldgType__TotalBsmtSF__mean', 'BldgType__TotalBsmtSF__min', 'BldgType__TotalBsmtSF__max', 'BldgType__TotalBsmtSF__std', 'BldgType__Heating__nunique', 'BldgType__HeatingQC__nunique', 'BldgType__CentralAir__nunique', 'BldgType__Electrical__nunique', 'BldgType__1stFlrSF__mean', 'BldgType__1stFlrSF__min', 'BldgType__1stFlrSF__max', 'BldgType__1stFlrSF__std', 'BldgType__2ndFlrSF__mean', 'BldgType__2ndFlrSF__min', 'BldgType__2ndFlrSF__max', 'BldgType__2ndFlrSF__std', 'BldgType__LowQualFinSF__mean', 'BldgType__LowQualFinSF__min', 'BldgType__LowQualFinSF__max', 'BldgType__LowQualFinSF__std', 'BldgType__GrLivArea__mean', 'BldgType__GrLivArea__min', 'BldgType__GrLivArea__max', 'BldgType__GrLivArea__std', 'BldgType__BsmtFullBath__mean', 'BldgType__BsmtFullBath__min', 'BldgType__BsmtFullBath__max', 'BldgType__BsmtFullBath__std', 'BldgType__BsmtHalfBath__mean', 'BldgType__BsmtHalfBath__min', 'BldgType__BsmtHalfBath__max', 'BldgType__BsmtHalfBath__std', 'BldgType__FullBath__mean', 'BldgType__FullBath__min', 'BldgType__FullBath__max', 'BldgType__FullBath__std', 'BldgType__HalfBath__mean', 'BldgType__HalfBath__min', 'BldgType__HalfBath__max', 'BldgType__HalfBath__std', 'BldgType__BedroomAbvGr__mean', 'BldgType__BedroomAbvGr__min', 'BldgType__BedroomAbvGr__max', 'BldgType__BedroomAbvGr__std', 'BldgType__KitchenAbvGr__mean', 'BldgType__KitchenAbvGr__min', 'BldgType__KitchenAbvGr__max', 'BldgType__KitchenAbvGr__std', 'BldgType__KitchenQual__nunique', 'BldgType__TotRmsAbvGrd__mean', 'BldgType__TotRmsAbvGrd__min', 'BldgType__TotRmsAbvGrd__max', 'BldgType__TotRmsAbvGrd__std', 'BldgType__Functional__nunique', 'BldgType__Fireplaces__mean', 'BldgType__Fireplaces__min', 'BldgType__Fireplaces__max', 'BldgType__Fireplaces__std', 'BldgType__FireplaceQu__nunique', 'BldgType__GarageType__nunique', 'BldgType__GarageYrBlt__mean', 'BldgType__GarageYrBlt__min', 'BldgType__GarageYrBlt__max', 'BldgType__GarageYrBlt__std', 'BldgType__GarageFinish__nunique', 'BldgType__GarageCars__mean', 'BldgType__GarageCars__min', 'BldgType__GarageCars__max', 'BldgType__GarageCars__std', 'BldgType__GarageArea__mean', 'BldgType__GarageArea__min', 'BldgType__GarageArea__max', 'BldgType__GarageArea__std', 'BldgType__GarageQual__nunique', 'BldgType__GarageCond__nunique', 'BldgType__PavedDrive__nunique', 'BldgType__WoodDeckSF__mean', 'BldgType__WoodDeckSF__min', 'BldgType__WoodDeckSF__max', 'BldgType__WoodDeckSF__std', 'BldgType__OpenPorchSF__mean', 'BldgType__OpenPorchSF__min', 'BldgType__OpenPorchSF__max', 'BldgType__OpenPorchSF__std', 'BldgType__EnclosedPorch__mean', 'BldgType__EnclosedPorch__min', 'BldgType__EnclosedPorch__max', 'BldgType__EnclosedPorch__std', 'BldgType__3SsnPorch__mean', 'BldgType__3SsnPorch__min', 'BldgType__3SsnPorch__max', 'BldgType__3SsnPorch__std', 'BldgType__ScreenPorch__mean', 'BldgType__ScreenPorch__min', 'BldgType__ScreenPorch__max', 'BldgType__ScreenPorch__std', 'BldgType__PoolArea__mean', 'BldgType__PoolArea__min', 'BldgType__PoolArea__max', 'BldgType__PoolArea__std', 'BldgType__PoolQC__nunique', 'BldgType__Fence__nunique', 'BldgType__MiscFeature__nunique', 'BldgType__MiscVal__mean', 'BldgType__MiscVal__min', 'BldgType__MiscVal__max', 'BldgType__MiscVal__std', 'BldgType__MoSold__mean', 'BldgType__MoSold__min', 'BldgType__MoSold__max', 'BldgType__MoSold__std', 'BldgType__YrSold__mean', 'BldgType__YrSold__min', 'BldgType__YrSold__max', 'BldgType__YrSold__std', 'BldgType__SaleType__nunique', 'BldgType__SaleCondition__nunique', 'HouseStyle__MSSubClass__mean', 'HouseStyle__MSSubClass__min', 'HouseStyle__MSSubClass__max', 'HouseStyle__MSSubClass__std', 'HouseStyle__MSZoning__nunique', 'HouseStyle__LotFrontage__mean', 'HouseStyle__LotFrontage__min', 'HouseStyle__LotFrontage__max', 'HouseStyle__LotFrontage__std', 'HouseStyle__LotArea__mean', 'HouseStyle__LotArea__min', 'HouseStyle__LotArea__max', 'HouseStyle__LotArea__std', 'HouseStyle__Street__nunique', 'HouseStyle__Alley__nunique', 'HouseStyle__LotShape__nunique', 'HouseStyle__LandContour__nunique', 'HouseStyle__Utilities__nunique', 'HouseStyle__LotConfig__nunique', 'HouseStyle__LandSlope__nunique', 'HouseStyle__Neighborhood__nunique', 'HouseStyle__Condition1__nunique', 'HouseStyle__Condition2__nunique', 'HouseStyle__BldgType__nunique', 'HouseStyle__OverallQual__mean', 'HouseStyle__OverallQual__min', 'HouseStyle__OverallQual__max', 'HouseStyle__OverallQual__std', 'HouseStyle__OverallCond__mean', 'HouseStyle__OverallCond__min', 'HouseStyle__OverallCond__max', 'HouseStyle__OverallCond__std', 'HouseStyle__YearBuilt__mean', 'HouseStyle__YearBuilt__min', 'HouseStyle__YearBuilt__max', 'HouseStyle__YearBuilt__std', 'HouseStyle__YearRemodAdd__mean', 'HouseStyle__YearRemodAdd__min', 'HouseStyle__YearRemodAdd__max', 'HouseStyle__YearRemodAdd__std', 'HouseStyle__RoofStyle__nunique', 'HouseStyle__RoofMatl__nunique', 'HouseStyle__Exterior1st__nunique', 'HouseStyle__Exterior2nd__nunique', 'HouseStyle__MasVnrType__nunique', 'HouseStyle__MasVnrArea__mean', 'HouseStyle__MasVnrArea__min', 'HouseStyle__MasVnrArea__max', 'HouseStyle__MasVnrArea__std', 'HouseStyle__ExterQual__nunique', 'HouseStyle__ExterCond__nunique', 'HouseStyle__Foundation__nunique', 'HouseStyle__BsmtQual__nunique', 'HouseStyle__BsmtCond__nunique', 'HouseStyle__BsmtExposure__nunique', 'HouseStyle__BsmtFinType1__nunique', 'HouseStyle__BsmtFinSF1__mean', 'HouseStyle__BsmtFinSF1__min', 'HouseStyle__BsmtFinSF1__max', 'HouseStyle__BsmtFinSF1__std', 'HouseStyle__BsmtFinType2__nunique', 'HouseStyle__BsmtFinSF2__mean', 'HouseStyle__BsmtFinSF2__min', 'HouseStyle__BsmtFinSF2__max', 'HouseStyle__BsmtFinSF2__std', 'HouseStyle__BsmtUnfSF__mean', 'HouseStyle__BsmtUnfSF__min', 'HouseStyle__BsmtUnfSF__max', 'HouseStyle__BsmtUnfSF__std', 'HouseStyle__TotalBsmtSF__mean', 'HouseStyle__TotalBsmtSF__min', 'HouseStyle__TotalBsmtSF__max', 'HouseStyle__TotalBsmtSF__std', 'HouseStyle__Heating__nunique', 'HouseStyle__HeatingQC__nunique', 'HouseStyle__CentralAir__nunique', 'HouseStyle__Electrical__nunique', 'HouseStyle__1stFlrSF__mean', 'HouseStyle__1stFlrSF__min', 'HouseStyle__1stFlrSF__max', 'HouseStyle__1stFlrSF__std', 'HouseStyle__2ndFlrSF__mean', 'HouseStyle__2ndFlrSF__min', 'HouseStyle__2ndFlrSF__max', 'HouseStyle__2ndFlrSF__std', 'HouseStyle__LowQualFinSF__mean', 'HouseStyle__LowQualFinSF__min', 'HouseStyle__LowQualFinSF__max', 'HouseStyle__LowQualFinSF__std', 'HouseStyle__GrLivArea__mean', 'HouseStyle__GrLivArea__min', 'HouseStyle__GrLivArea__max', 'HouseStyle__GrLivArea__std', 'HouseStyle__BsmtFullBath__mean', 'HouseStyle__BsmtFullBath__min', 'HouseStyle__BsmtFullBath__max', 'HouseStyle__BsmtFullBath__std', 'HouseStyle__BsmtHalfBath__mean', 'HouseStyle__BsmtHalfBath__min', 'HouseStyle__BsmtHalfBath__max', 'HouseStyle__BsmtHalfBath__std', 'HouseStyle__FullBath__mean', 'HouseStyle__FullBath__min', 'HouseStyle__FullBath__max', 'HouseStyle__FullBath__std', 'HouseStyle__HalfBath__mean', 'HouseStyle__HalfBath__min', 'HouseStyle__HalfBath__max', 'HouseStyle__HalfBath__std', 'HouseStyle__BedroomAbvGr__mean', 'HouseStyle__BedroomAbvGr__min', 'HouseStyle__BedroomAbvGr__max', 'HouseStyle__BedroomAbvGr__std', 'HouseStyle__KitchenAbvGr__mean', 'HouseStyle__KitchenAbvGr__min', 'HouseStyle__KitchenAbvGr__max', 'HouseStyle__KitchenAbvGr__std', 'HouseStyle__KitchenQual__nunique', 'HouseStyle__TotRmsAbvGrd__mean', 'HouseStyle__TotRmsAbvGrd__min', 'HouseStyle__TotRmsAbvGrd__max', 'HouseStyle__TotRmsAbvGrd__std', 'HouseStyle__Functional__nunique', 'HouseStyle__Fireplaces__mean', 'HouseStyle__Fireplaces__min', 'HouseStyle__Fireplaces__max', 'HouseStyle__Fireplaces__std', 'HouseStyle__FireplaceQu__nunique', 'HouseStyle__GarageType__nunique', 'HouseStyle__GarageYrBlt__mean', 'HouseStyle__GarageYrBlt__min', 'HouseStyle__GarageYrBlt__max', 'HouseStyle__GarageYrBlt__std', 'HouseStyle__GarageFinish__nunique', 'HouseStyle__GarageCars__mean', 'HouseStyle__GarageCars__min', 'HouseStyle__GarageCars__max', 'HouseStyle__GarageCars__std', 'HouseStyle__GarageArea__mean', 'HouseStyle__GarageArea__min', 'HouseStyle__GarageArea__max', 'HouseStyle__GarageArea__std', 'HouseStyle__GarageQual__nunique', 'HouseStyle__GarageCond__nunique', 'HouseStyle__PavedDrive__nunique', 'HouseStyle__WoodDeckSF__mean', 'HouseStyle__WoodDeckSF__min', 'HouseStyle__WoodDeckSF__max', 'HouseStyle__WoodDeckSF__std', 'HouseStyle__OpenPorchSF__mean', 'HouseStyle__OpenPorchSF__min', 'HouseStyle__OpenPorchSF__max', 'HouseStyle__OpenPorchSF__std', 'HouseStyle__EnclosedPorch__mean', 'HouseStyle__EnclosedPorch__min', 'HouseStyle__EnclosedPorch__max', 'HouseStyle__EnclosedPorch__std', 'HouseStyle__3SsnPorch__mean', 'HouseStyle__3SsnPorch__min', 'HouseStyle__3SsnPorch__max', 'HouseStyle__3SsnPorch__std', 'HouseStyle__ScreenPorch__mean', 'HouseStyle__ScreenPorch__min', 'HouseStyle__ScreenPorch__max', 'HouseStyle__ScreenPorch__std', 'HouseStyle__PoolArea__mean', 'HouseStyle__PoolArea__min', 'HouseStyle__PoolArea__max', 'HouseStyle__PoolArea__std', 'HouseStyle__PoolQC__nunique', 'HouseStyle__Fence__nunique', 'HouseStyle__MiscFeature__nunique', 'HouseStyle__MiscVal__mean', 'HouseStyle__MiscVal__min', 'HouseStyle__MiscVal__max', 'HouseStyle__MiscVal__std', 'HouseStyle__MoSold__mean', 'HouseStyle__MoSold__min', 'HouseStyle__MoSold__max', 'HouseStyle__MoSold__std', 'HouseStyle__YrSold__mean', 'HouseStyle__YrSold__min', 'HouseStyle__YrSold__max', 'HouseStyle__YrSold__std', 'HouseStyle__SaleType__nunique', 'HouseStyle__SaleCondition__nunique', 'RoofStyle__MSSubClass__mean', 'RoofStyle__MSSubClass__min', 'RoofStyle__MSSubClass__max', 'RoofStyle__MSSubClass__std', 'RoofStyle__MSZoning__nunique', 'RoofStyle__LotFrontage__mean', 'RoofStyle__LotFrontage__min', 'RoofStyle__LotFrontage__max', 'RoofStyle__LotFrontage__std', 'RoofStyle__LotArea__mean', 'RoofStyle__LotArea__min', 'RoofStyle__LotArea__max', 'RoofStyle__LotArea__std', 'RoofStyle__Street__nunique', 'RoofStyle__Alley__nunique', 'RoofStyle__LotShape__nunique', 'RoofStyle__LandContour__nunique', 'RoofStyle__Utilities__nunique', 'RoofStyle__LotConfig__nunique', 'RoofStyle__LandSlope__nunique', 'RoofStyle__Neighborhood__nunique', 'RoofStyle__Condition1__nunique', 'RoofStyle__Condition2__nunique', 'RoofStyle__BldgType__nunique', 'RoofStyle__HouseStyle__nunique', 'RoofStyle__OverallQual__mean', 'RoofStyle__OverallQual__min', 'RoofStyle__OverallQual__max', 'RoofStyle__OverallQual__std', 'RoofStyle__OverallCond__mean', 'RoofStyle__OverallCond__min', 'RoofStyle__OverallCond__max', 'RoofStyle__OverallCond__std', 'RoofStyle__YearBuilt__mean', 'RoofStyle__YearBuilt__min', 'RoofStyle__YearBuilt__max', 'RoofStyle__YearBuilt__std', 'RoofStyle__YearRemodAdd__mean', 'RoofStyle__YearRemodAdd__min', 'RoofStyle__YearRemodAdd__max', 'RoofStyle__YearRemodAdd__std', 'RoofStyle__RoofMatl__nunique', 'RoofStyle__Exterior1st__nunique', 'RoofStyle__Exterior2nd__nunique', 'RoofStyle__MasVnrType__nunique', 'RoofStyle__MasVnrArea__mean', 'RoofStyle__MasVnrArea__min', 'RoofStyle__MasVnrArea__max', 'RoofStyle__MasVnrArea__std', 'RoofStyle__ExterQual__nunique', 'RoofStyle__ExterCond__nunique', 'RoofStyle__Foundation__nunique', 'RoofStyle__BsmtQual__nunique', 'RoofStyle__BsmtCond__nunique', 'RoofStyle__BsmtExposure__nunique', 'RoofStyle__BsmtFinType1__nunique', 'RoofStyle__BsmtFinSF1__mean', 'RoofStyle__BsmtFinSF1__min', 'RoofStyle__BsmtFinSF1__max', 'RoofStyle__BsmtFinSF1__std', 'RoofStyle__BsmtFinType2__nunique', 'RoofStyle__BsmtFinSF2__mean', 'RoofStyle__BsmtFinSF2__min', 'RoofStyle__BsmtFinSF2__max', 'RoofStyle__BsmtFinSF2__std', 'RoofStyle__BsmtUnfSF__mean', 'RoofStyle__BsmtUnfSF__min', 'RoofStyle__BsmtUnfSF__max', 'RoofStyle__BsmtUnfSF__std', 'RoofStyle__TotalBsmtSF__mean', 'RoofStyle__TotalBsmtSF__min', 'RoofStyle__TotalBsmtSF__max', 'RoofStyle__TotalBsmtSF__std', 'RoofStyle__Heating__nunique', 'RoofStyle__HeatingQC__nunique', 'RoofStyle__CentralAir__nunique', 'RoofStyle__Electrical__nunique', 'RoofStyle__1stFlrSF__mean', 'RoofStyle__1stFlrSF__min', 'RoofStyle__1stFlrSF__max', 'RoofStyle__1stFlrSF__std', 'RoofStyle__2ndFlrSF__mean', 'RoofStyle__2ndFlrSF__min', 'RoofStyle__2ndFlrSF__max', 'RoofStyle__2ndFlrSF__std', 'RoofStyle__LowQualFinSF__mean', 'RoofStyle__LowQualFinSF__min', 'RoofStyle__LowQualFinSF__max', 'RoofStyle__LowQualFinSF__std', 'RoofStyle__GrLivArea__mean', 'RoofStyle__GrLivArea__min', 'RoofStyle__GrLivArea__max', 'RoofStyle__GrLivArea__std', 'RoofStyle__BsmtFullBath__mean', 'RoofStyle__BsmtFullBath__min', 'RoofStyle__BsmtFullBath__max', 'RoofStyle__BsmtFullBath__std', 'RoofStyle__BsmtHalfBath__mean', 'RoofStyle__BsmtHalfBath__min', 'RoofStyle__BsmtHalfBath__max', 'RoofStyle__BsmtHalfBath__std', 'RoofStyle__FullBath__mean', 'RoofStyle__FullBath__min', 'RoofStyle__FullBath__max', 'RoofStyle__FullBath__std', 'RoofStyle__HalfBath__mean', 'RoofStyle__HalfBath__min', 'RoofStyle__HalfBath__max', 'RoofStyle__HalfBath__std', 'RoofStyle__BedroomAbvGr__mean', 'RoofStyle__BedroomAbvGr__min', 'RoofStyle__BedroomAbvGr__max', 'RoofStyle__BedroomAbvGr__std', 'RoofStyle__KitchenAbvGr__mean', 'RoofStyle__KitchenAbvGr__min', 'RoofStyle__KitchenAbvGr__max', 'RoofStyle__KitchenAbvGr__std', 'RoofStyle__KitchenQual__nunique', 'RoofStyle__TotRmsAbvGrd__mean', 'RoofStyle__TotRmsAbvGrd__min', 'RoofStyle__TotRmsAbvGrd__max', 'RoofStyle__TotRmsAbvGrd__std', 'RoofStyle__Functional__nunique', 'RoofStyle__Fireplaces__mean', 'RoofStyle__Fireplaces__min', 'RoofStyle__Fireplaces__max', 'RoofStyle__Fireplaces__std', 'RoofStyle__FireplaceQu__nunique', 'RoofStyle__GarageType__nunique', 'RoofStyle__GarageYrBlt__mean', 'RoofStyle__GarageYrBlt__min', 'RoofStyle__GarageYrBlt__max', 'RoofStyle__GarageYrBlt__std', 'RoofStyle__GarageFinish__nunique', 'RoofStyle__GarageCars__mean', 'RoofStyle__GarageCars__min', 'RoofStyle__GarageCars__max', 'RoofStyle__GarageCars__std', 'RoofStyle__GarageArea__mean', 'RoofStyle__GarageArea__min', 'RoofStyle__GarageArea__max', 'RoofStyle__GarageArea__std', 'RoofStyle__GarageQual__nunique', 'RoofStyle__GarageCond__nunique', 'RoofStyle__PavedDrive__nunique', 'RoofStyle__WoodDeckSF__mean', 'RoofStyle__WoodDeckSF__min', 'RoofStyle__WoodDeckSF__max', 'RoofStyle__WoodDeckSF__std', 'RoofStyle__OpenPorchSF__mean', 'RoofStyle__OpenPorchSF__min', 'RoofStyle__OpenPorchSF__max', 'RoofStyle__OpenPorchSF__std', 'RoofStyle__EnclosedPorch__mean', 'RoofStyle__EnclosedPorch__min', 'RoofStyle__EnclosedPorch__max', 'RoofStyle__EnclosedPorch__std', 'RoofStyle__3SsnPorch__mean', 'RoofStyle__3SsnPorch__min', 'RoofStyle__3SsnPorch__max', 'RoofStyle__3SsnPorch__std', 'RoofStyle__ScreenPorch__mean', 'RoofStyle__ScreenPorch__min', 'RoofStyle__ScreenPorch__max', 'RoofStyle__ScreenPorch__std', 'RoofStyle__PoolArea__mean', 'RoofStyle__PoolArea__min', 'RoofStyle__PoolArea__max', 'RoofStyle__PoolArea__std', 'RoofStyle__PoolQC__nunique', 'RoofStyle__Fence__nunique', 'RoofStyle__MiscFeature__nunique', 'RoofStyle__MiscVal__mean', 'RoofStyle__MiscVal__min', 'RoofStyle__MiscVal__max', 'RoofStyle__MiscVal__std', 'RoofStyle__MoSold__mean', 'RoofStyle__MoSold__min', 'RoofStyle__MoSold__max', 'RoofStyle__MoSold__std', 'RoofStyle__YrSold__mean', 'RoofStyle__YrSold__min', 'RoofStyle__YrSold__max', 'RoofStyle__YrSold__std', 'RoofStyle__SaleType__nunique', 'RoofStyle__SaleCondition__nunique', 'RoofMatl__MSSubClass__mean', 'RoofMatl__MSSubClass__min', 'RoofMatl__MSSubClass__max', 'RoofMatl__MSSubClass__std', 'RoofMatl__MSZoning__nunique', 'RoofMatl__LotFrontage__mean', 'RoofMatl__LotFrontage__min', 'RoofMatl__LotFrontage__max', 'RoofMatl__LotFrontage__std', 'RoofMatl__LotArea__mean', 'RoofMatl__LotArea__min', 'RoofMatl__LotArea__max', 'RoofMatl__LotArea__std', 'RoofMatl__Street__nunique', 'RoofMatl__Alley__nunique', 'RoofMatl__LotShape__nunique', 'RoofMatl__LandContour__nunique', 'RoofMatl__Utilities__nunique', 'RoofMatl__LotConfig__nunique', 'RoofMatl__LandSlope__nunique', 'RoofMatl__Neighborhood__nunique', 'RoofMatl__Condition1__nunique', 'RoofMatl__Condition2__nunique', 'RoofMatl__BldgType__nunique', 'RoofMatl__HouseStyle__nunique', 'RoofMatl__OverallQual__mean', 'RoofMatl__OverallQual__min', 'RoofMatl__OverallQual__max', 'RoofMatl__OverallQual__std', 'RoofMatl__OverallCond__mean', 'RoofMatl__OverallCond__min', 'RoofMatl__OverallCond__max', 'RoofMatl__OverallCond__std', 'RoofMatl__YearBuilt__mean', 'RoofMatl__YearBuilt__min', 'RoofMatl__YearBuilt__max', 'RoofMatl__YearBuilt__std', 'RoofMatl__YearRemodAdd__mean', 'RoofMatl__YearRemodAdd__min', 'RoofMatl__YearRemodAdd__max', 'RoofMatl__YearRemodAdd__std', 'RoofMatl__RoofStyle__nunique', 'RoofMatl__Exterior1st__nunique', 'RoofMatl__Exterior2nd__nunique', 'RoofMatl__MasVnrType__nunique', 'RoofMatl__MasVnrArea__mean', 'RoofMatl__MasVnrArea__min', 'RoofMatl__MasVnrArea__max', 'RoofMatl__MasVnrArea__std', 'RoofMatl__ExterQual__nunique', 'RoofMatl__ExterCond__nunique', 'RoofMatl__Foundation__nunique', 'RoofMatl__BsmtQual__nunique', 'RoofMatl__BsmtCond__nunique', 'RoofMatl__BsmtExposure__nunique', 'RoofMatl__BsmtFinType1__nunique', 'RoofMatl__BsmtFinSF1__mean', 'RoofMatl__BsmtFinSF1__min', 'RoofMatl__BsmtFinSF1__max', 'RoofMatl__BsmtFinSF1__std', 'RoofMatl__BsmtFinType2__nunique', 'RoofMatl__BsmtFinSF2__mean', 'RoofMatl__BsmtFinSF2__min', 'RoofMatl__BsmtFinSF2__max', 'RoofMatl__BsmtFinSF2__std', 'RoofMatl__BsmtUnfSF__mean', 'RoofMatl__BsmtUnfSF__min', 'RoofMatl__BsmtUnfSF__max', 'RoofMatl__BsmtUnfSF__std', 'RoofMatl__TotalBsmtSF__mean', 'RoofMatl__TotalBsmtSF__min', 'RoofMatl__TotalBsmtSF__max', 'RoofMatl__TotalBsmtSF__std', 'RoofMatl__Heating__nunique', 'RoofMatl__HeatingQC__nunique', 'RoofMatl__CentralAir__nunique', 'RoofMatl__Electrical__nunique', 'RoofMatl__1stFlrSF__mean', 'RoofMatl__1stFlrSF__min', 'RoofMatl__1stFlrSF__max', 'RoofMatl__1stFlrSF__std', 'RoofMatl__2ndFlrSF__mean', 'RoofMatl__2ndFlrSF__min', 'RoofMatl__2ndFlrSF__max', 'RoofMatl__2ndFlrSF__std', 'RoofMatl__LowQualFinSF__mean', 'RoofMatl__LowQualFinSF__min', 'RoofMatl__LowQualFinSF__max', 'RoofMatl__LowQualFinSF__std', 'RoofMatl__GrLivArea__mean', 'RoofMatl__GrLivArea__min', 'RoofMatl__GrLivArea__max', 'RoofMatl__GrLivArea__std', 'RoofMatl__BsmtFullBath__mean', 'RoofMatl__BsmtFullBath__min', 'RoofMatl__BsmtFullBath__max', 'RoofMatl__BsmtFullBath__std', 'RoofMatl__BsmtHalfBath__mean', 'RoofMatl__BsmtHalfBath__min', 'RoofMatl__BsmtHalfBath__max', 'RoofMatl__BsmtHalfBath__std', 'RoofMatl__FullBath__mean', 'RoofMatl__FullBath__min', 'RoofMatl__FullBath__max', 'RoofMatl__FullBath__std', 'RoofMatl__HalfBath__mean', 'RoofMatl__HalfBath__min', 'RoofMatl__HalfBath__max', 'RoofMatl__HalfBath__std', 'RoofMatl__BedroomAbvGr__mean', 'RoofMatl__BedroomAbvGr__min', 'RoofMatl__BedroomAbvGr__max', 'RoofMatl__BedroomAbvGr__std', 'RoofMatl__KitchenAbvGr__mean', 'RoofMatl__KitchenAbvGr__min', 'RoofMatl__KitchenAbvGr__max', 'RoofMatl__KitchenAbvGr__std', 'RoofMatl__KitchenQual__nunique', 'RoofMatl__TotRmsAbvGrd__mean', 'RoofMatl__TotRmsAbvGrd__min', 'RoofMatl__TotRmsAbvGrd__max', 'RoofMatl__TotRmsAbvGrd__std', 'RoofMatl__Functional__nunique', 'RoofMatl__Fireplaces__mean', 'RoofMatl__Fireplaces__min', 'RoofMatl__Fireplaces__max', 'RoofMatl__Fireplaces__std', 'RoofMatl__FireplaceQu__nunique', 'RoofMatl__GarageType__nunique', 'RoofMatl__GarageYrBlt__mean', 'RoofMatl__GarageYrBlt__min', 'RoofMatl__GarageYrBlt__max', 'RoofMatl__GarageYrBlt__std', 'RoofMatl__GarageFinish__nunique', 'RoofMatl__GarageCars__mean', 'RoofMatl__GarageCars__min', 'RoofMatl__GarageCars__max', 'RoofMatl__GarageCars__std', 'RoofMatl__GarageArea__mean', 'RoofMatl__GarageArea__min', 'RoofMatl__GarageArea__max', 'RoofMatl__GarageArea__std', 'RoofMatl__GarageQual__nunique', 'RoofMatl__GarageCond__nunique', 'RoofMatl__PavedDrive__nunique', 'RoofMatl__WoodDeckSF__mean', 'RoofMatl__WoodDeckSF__min', 'RoofMatl__WoodDeckSF__max', 'RoofMatl__WoodDeckSF__std', 'RoofMatl__OpenPorchSF__mean', 'RoofMatl__OpenPorchSF__min', 'RoofMatl__OpenPorchSF__max', 'RoofMatl__OpenPorchSF__std', 'RoofMatl__EnclosedPorch__mean', 'RoofMatl__EnclosedPorch__min', 'RoofMatl__EnclosedPorch__max', 'RoofMatl__EnclosedPorch__std', 'RoofMatl__3SsnPorch__mean', 'RoofMatl__3SsnPorch__min', 'RoofMatl__3SsnPorch__max', 'RoofMatl__3SsnPorch__std', 'RoofMatl__ScreenPorch__mean', 'RoofMatl__ScreenPorch__min', 'RoofMatl__ScreenPorch__max', 'RoofMatl__ScreenPorch__std', 'RoofMatl__PoolArea__mean', 'RoofMatl__PoolArea__min', 'RoofMatl__PoolArea__max', 'RoofMatl__PoolArea__std', 'RoofMatl__PoolQC__nunique', 'RoofMatl__Fence__nunique', 'RoofMatl__MiscFeature__nunique', 'RoofMatl__MiscVal__mean', 'RoofMatl__MiscVal__min', 'RoofMatl__MiscVal__max', 'RoofMatl__MiscVal__std', 'RoofMatl__MoSold__mean', 'RoofMatl__MoSold__min', 'RoofMatl__MoSold__max', 'RoofMatl__MoSold__std', 'RoofMatl__YrSold__mean', 'RoofMatl__YrSold__min', 'RoofMatl__YrSold__max', 'RoofMatl__YrSold__std', 'RoofMatl__SaleType__nunique', 'RoofMatl__SaleCondition__nunique', 'Exterior1st__MSSubClass__mean', 'Exterior1st__MSSubClass__min', 'Exterior1st__MSSubClass__max', 'Exterior1st__MSSubClass__std', 'Exterior1st__MSZoning__nunique', 'Exterior1st__LotFrontage__mean', 'Exterior1st__LotFrontage__min', 'Exterior1st__LotFrontage__max', 'Exterior1st__LotFrontage__std', 'Exterior1st__LotArea__mean', 'Exterior1st__LotArea__min', 'Exterior1st__LotArea__max', 'Exterior1st__LotArea__std', 'Exterior1st__Street__nunique', 'Exterior1st__Alley__nunique', 'Exterior1st__LotShape__nunique', 'Exterior1st__LandContour__nunique', 'Exterior1st__Utilities__nunique', 'Exterior1st__LotConfig__nunique', 'Exterior1st__LandSlope__nunique', 'Exterior1st__Neighborhood__nunique', 'Exterior1st__Condition1__nunique', 'Exterior1st__Condition2__nunique', 'Exterior1st__BldgType__nunique', 'Exterior1st__HouseStyle__nunique', 'Exterior1st__OverallQual__mean', 'Exterior1st__OverallQual__min', 'Exterior1st__OverallQual__max', 'Exterior1st__OverallQual__std', 'Exterior1st__OverallCond__mean', 'Exterior1st__OverallCond__min', 'Exterior1st__OverallCond__max', 'Exterior1st__OverallCond__std', 'Exterior1st__YearBuilt__mean', 'Exterior1st__YearBuilt__min', 'Exterior1st__YearBuilt__max', 'Exterior1st__YearBuilt__std', 'Exterior1st__YearRemodAdd__mean', 'Exterior1st__YearRemodAdd__min', 'Exterior1st__YearRemodAdd__max', 'Exterior1st__YearRemodAdd__std', 'Exterior1st__RoofStyle__nunique', 'Exterior1st__RoofMatl__nunique', 'Exterior1st__Exterior2nd__nunique', 'Exterior1st__MasVnrType__nunique', 'Exterior1st__MasVnrArea__mean', 'Exterior1st__MasVnrArea__min', 'Exterior1st__MasVnrArea__max', 'Exterior1st__MasVnrArea__std', 'Exterior1st__ExterQual__nunique', 'Exterior1st__ExterCond__nunique', 'Exterior1st__Foundation__nunique', 'Exterior1st__BsmtQual__nunique', 'Exterior1st__BsmtCond__nunique', 'Exterior1st__BsmtExposure__nunique', 'Exterior1st__BsmtFinType1__nunique', 'Exterior1st__BsmtFinSF1__mean', 'Exterior1st__BsmtFinSF1__min', 'Exterior1st__BsmtFinSF1__max', 'Exterior1st__BsmtFinSF1__std', 'Exterior1st__BsmtFinType2__nunique', 'Exterior1st__BsmtFinSF2__mean', 'Exterior1st__BsmtFinSF2__min', 'Exterior1st__BsmtFinSF2__max', 'Exterior1st__BsmtFinSF2__std', 'Exterior1st__BsmtUnfSF__mean', 'Exterior1st__BsmtUnfSF__min', 'Exterior1st__BsmtUnfSF__max', 'Exterior1st__BsmtUnfSF__std', 'Exterior1st__TotalBsmtSF__mean', 'Exterior1st__TotalBsmtSF__min', 'Exterior1st__TotalBsmtSF__max', 'Exterior1st__TotalBsmtSF__std', 'Exterior1st__Heating__nunique', 'Exterior1st__HeatingQC__nunique', 'Exterior1st__CentralAir__nunique', 'Exterior1st__Electrical__nunique', 'Exterior1st__1stFlrSF__mean', 'Exterior1st__1stFlrSF__min', 'Exterior1st__1stFlrSF__max', 'Exterior1st__1stFlrSF__std', 'Exterior1st__2ndFlrSF__mean', 'Exterior1st__2ndFlrSF__min', 'Exterior1st__2ndFlrSF__max', 'Exterior1st__2ndFlrSF__std', 'Exterior1st__LowQualFinSF__mean', 'Exterior1st__LowQualFinSF__min', 'Exterior1st__LowQualFinSF__max', 'Exterior1st__LowQualFinSF__std', 'Exterior1st__GrLivArea__mean', 'Exterior1st__GrLivArea__min', 'Exterior1st__GrLivArea__max', 'Exterior1st__GrLivArea__std', 'Exterior1st__BsmtFullBath__mean', 'Exterior1st__BsmtFullBath__min', 'Exterior1st__BsmtFullBath__max', 'Exterior1st__BsmtFullBath__std', 'Exterior1st__BsmtHalfBath__mean', 'Exterior1st__BsmtHalfBath__min', 'Exterior1st__BsmtHalfBath__max', 'Exterior1st__BsmtHalfBath__std', 'Exterior1st__FullBath__mean', 'Exterior1st__FullBath__min', 'Exterior1st__FullBath__max', 'Exterior1st__FullBath__std', 'Exterior1st__HalfBath__mean', 'Exterior1st__HalfBath__min', 'Exterior1st__HalfBath__max', 'Exterior1st__HalfBath__std', 'Exterior1st__BedroomAbvGr__mean', 'Exterior1st__BedroomAbvGr__min', 'Exterior1st__BedroomAbvGr__max', 'Exterior1st__BedroomAbvGr__std', 'Exterior1st__KitchenAbvGr__mean', 'Exterior1st__KitchenAbvGr__min', 'Exterior1st__KitchenAbvGr__max', 'Exterior1st__KitchenAbvGr__std', 'Exterior1st__KitchenQual__nunique', 'Exterior1st__TotRmsAbvGrd__mean', 'Exterior1st__TotRmsAbvGrd__min', 'Exterior1st__TotRmsAbvGrd__max', 'Exterior1st__TotRmsAbvGrd__std', 'Exterior1st__Functional__nunique', 'Exterior1st__Fireplaces__mean', 'Exterior1st__Fireplaces__min', 'Exterior1st__Fireplaces__max', 'Exterior1st__Fireplaces__std', 'Exterior1st__FireplaceQu__nunique', 'Exterior1st__GarageType__nunique', 'Exterior1st__GarageYrBlt__mean', 'Exterior1st__GarageYrBlt__min', 'Exterior1st__GarageYrBlt__max', 'Exterior1st__GarageYrBlt__std', 'Exterior1st__GarageFinish__nunique', 'Exterior1st__GarageCars__mean', 'Exterior1st__GarageCars__min', 'Exterior1st__GarageCars__max', 'Exterior1st__GarageCars__std', 'Exterior1st__GarageArea__mean', 'Exterior1st__GarageArea__min', 'Exterior1st__GarageArea__max', 'Exterior1st__GarageArea__std', 'Exterior1st__GarageQual__nunique', 'Exterior1st__GarageCond__nunique', 'Exterior1st__PavedDrive__nunique', 'Exterior1st__WoodDeckSF__mean', 'Exterior1st__WoodDeckSF__min', 'Exterior1st__WoodDeckSF__max', 'Exterior1st__WoodDeckSF__std', 'Exterior1st__OpenPorchSF__mean', 'Exterior1st__OpenPorchSF__min', 'Exterior1st__OpenPorchSF__max', 'Exterior1st__OpenPorchSF__std', 'Exterior1st__EnclosedPorch__mean', 'Exterior1st__EnclosedPorch__min', 'Exterior1st__EnclosedPorch__max', 'Exterior1st__EnclosedPorch__std', 'Exterior1st__3SsnPorch__mean', 'Exterior1st__3SsnPorch__min', 'Exterior1st__3SsnPorch__max', 'Exterior1st__3SsnPorch__std', 'Exterior1st__ScreenPorch__mean', 'Exterior1st__ScreenPorch__min', 'Exterior1st__ScreenPorch__max', 'Exterior1st__ScreenPorch__std', 'Exterior1st__PoolArea__mean', 'Exterior1st__PoolArea__min', 'Exterior1st__PoolArea__max', 'Exterior1st__PoolArea__std', 'Exterior1st__PoolQC__nunique', 'Exterior1st__Fence__nunique', 'Exterior1st__MiscFeature__nunique', 'Exterior1st__MiscVal__mean', 'Exterior1st__MiscVal__min', 'Exterior1st__MiscVal__max', 'Exterior1st__MiscVal__std', 'Exterior1st__MoSold__mean', 'Exterior1st__MoSold__min', 'Exterior1st__MoSold__max', 'Exterior1st__MoSold__std', 'Exterior1st__YrSold__mean', 'Exterior1st__YrSold__min', 'Exterior1st__YrSold__max', 'Exterior1st__YrSold__std', 'Exterior1st__SaleType__nunique', 'Exterior1st__SaleCondition__nunique', 'Exterior2nd__MSSubClass__mean', 'Exterior2nd__MSSubClass__min', 'Exterior2nd__MSSubClass__max', 'Exterior2nd__MSSubClass__std', 'Exterior2nd__MSZoning__nunique', 'Exterior2nd__LotFrontage__mean', 'Exterior2nd__LotFrontage__min', 'Exterior2nd__LotFrontage__max', 'Exterior2nd__LotFrontage__std', 'Exterior2nd__LotArea__mean', 'Exterior2nd__LotArea__min', 'Exterior2nd__LotArea__max', 'Exterior2nd__LotArea__std', 'Exterior2nd__Street__nunique', 'Exterior2nd__Alley__nunique', 'Exterior2nd__LotShape__nunique', 'Exterior2nd__LandContour__nunique', 'Exterior2nd__Utilities__nunique', 'Exterior2nd__LotConfig__nunique', 'Exterior2nd__LandSlope__nunique', 'Exterior2nd__Neighborhood__nunique', 'Exterior2nd__Condition1__nunique', 'Exterior2nd__Condition2__nunique', 'Exterior2nd__BldgType__nunique', 'Exterior2nd__HouseStyle__nunique', 'Exterior2nd__OverallQual__mean', 'Exterior2nd__OverallQual__min', 'Exterior2nd__OverallQual__max', 'Exterior2nd__OverallQual__std', 'Exterior2nd__OverallCond__mean', 'Exterior2nd__OverallCond__min', 'Exterior2nd__OverallCond__max', 'Exterior2nd__OverallCond__std', 'Exterior2nd__YearBuilt__mean', 'Exterior2nd__YearBuilt__min', 'Exterior2nd__YearBuilt__max', 'Exterior2nd__YearBuilt__std', 'Exterior2nd__YearRemodAdd__mean', 'Exterior2nd__YearRemodAdd__min', 'Exterior2nd__YearRemodAdd__max', 'Exterior2nd__YearRemodAdd__std', 'Exterior2nd__RoofStyle__nunique', 'Exterior2nd__RoofMatl__nunique', 'Exterior2nd__Exterior1st__nunique', 'Exterior2nd__MasVnrType__nunique', 'Exterior2nd__MasVnrArea__mean', 'Exterior2nd__MasVnrArea__min', 'Exterior2nd__MasVnrArea__max', 'Exterior2nd__MasVnrArea__std', 'Exterior2nd__ExterQual__nunique', 'Exterior2nd__ExterCond__nunique', 'Exterior2nd__Foundation__nunique', 'Exterior2nd__BsmtQual__nunique', 'Exterior2nd__BsmtCond__nunique', 'Exterior2nd__BsmtExposure__nunique', 'Exterior2nd__BsmtFinType1__nunique', 'Exterior2nd__BsmtFinSF1__mean', 'Exterior2nd__BsmtFinSF1__min', 'Exterior2nd__BsmtFinSF1__max', 'Exterior2nd__BsmtFinSF1__std', 'Exterior2nd__BsmtFinType2__nunique', 'Exterior2nd__BsmtFinSF2__mean', 'Exterior2nd__BsmtFinSF2__min', 'Exterior2nd__BsmtFinSF2__max', 'Exterior2nd__BsmtFinSF2__std', 'Exterior2nd__BsmtUnfSF__mean', 'Exterior2nd__BsmtUnfSF__min', 'Exterior2nd__BsmtUnfSF__max', 'Exterior2nd__BsmtUnfSF__std', 'Exterior2nd__TotalBsmtSF__mean', 'Exterior2nd__TotalBsmtSF__min', 'Exterior2nd__TotalBsmtSF__max', 'Exterior2nd__TotalBsmtSF__std', 'Exterior2nd__Heating__nunique', 'Exterior2nd__HeatingQC__nunique', 'Exterior2nd__CentralAir__nunique', 'Exterior2nd__Electrical__nunique', 'Exterior2nd__1stFlrSF__mean', 'Exterior2nd__1stFlrSF__min', 'Exterior2nd__1stFlrSF__max', 'Exterior2nd__1stFlrSF__std', 'Exterior2nd__2ndFlrSF__mean', 'Exterior2nd__2ndFlrSF__min', 'Exterior2nd__2ndFlrSF__max', 'Exterior2nd__2ndFlrSF__std', 'Exterior2nd__LowQualFinSF__mean', 'Exterior2nd__LowQualFinSF__min', 'Exterior2nd__LowQualFinSF__max', 'Exterior2nd__LowQualFinSF__std', 'Exterior2nd__GrLivArea__mean', 'Exterior2nd__GrLivArea__min', 'Exterior2nd__GrLivArea__max', 'Exterior2nd__GrLivArea__std', 'Exterior2nd__BsmtFullBath__mean', 'Exterior2nd__BsmtFullBath__min', 'Exterior2nd__BsmtFullBath__max', 'Exterior2nd__BsmtFullBath__std', 'Exterior2nd__BsmtHalfBath__mean', 'Exterior2nd__BsmtHalfBath__min', 'Exterior2nd__BsmtHalfBath__max', 'Exterior2nd__BsmtHalfBath__std', 'Exterior2nd__FullBath__mean', 'Exterior2nd__FullBath__min', 'Exterior2nd__FullBath__max', 'Exterior2nd__FullBath__std', 'Exterior2nd__HalfBath__mean', 'Exterior2nd__HalfBath__min', 'Exterior2nd__HalfBath__max', 'Exterior2nd__HalfBath__std', 'Exterior2nd__BedroomAbvGr__mean', 'Exterior2nd__BedroomAbvGr__min', 'Exterior2nd__BedroomAbvGr__max', 'Exterior2nd__BedroomAbvGr__std', 'Exterior2nd__KitchenAbvGr__mean', 'Exterior2nd__KitchenAbvGr__min', 'Exterior2nd__KitchenAbvGr__max', 'Exterior2nd__KitchenAbvGr__std', 'Exterior2nd__KitchenQual__nunique', 'Exterior2nd__TotRmsAbvGrd__mean', 'Exterior2nd__TotRmsAbvGrd__min', 'Exterior2nd__TotRmsAbvGrd__max', 'Exterior2nd__TotRmsAbvGrd__std', 'Exterior2nd__Functional__nunique', 'Exterior2nd__Fireplaces__mean', 'Exterior2nd__Fireplaces__min', 'Exterior2nd__Fireplaces__max', 'Exterior2nd__Fireplaces__std', 'Exterior2nd__FireplaceQu__nunique', 'Exterior2nd__GarageType__nunique', 'Exterior2nd__GarageYrBlt__mean', 'Exterior2nd__GarageYrBlt__min', 'Exterior2nd__GarageYrBlt__max', 'Exterior2nd__GarageYrBlt__std', 'Exterior2nd__GarageFinish__nunique', 'Exterior2nd__GarageCars__mean', 'Exterior2nd__GarageCars__min', 'Exterior2nd__GarageCars__max', 'Exterior2nd__GarageCars__std', 'Exterior2nd__GarageArea__mean', 'Exterior2nd__GarageArea__min', 'Exterior2nd__GarageArea__max', 'Exterior2nd__GarageArea__std', 'Exterior2nd__GarageQual__nunique', 'Exterior2nd__GarageCond__nunique', 'Exterior2nd__PavedDrive__nunique', 'Exterior2nd__WoodDeckSF__mean', 'Exterior2nd__WoodDeckSF__min', 'Exterior2nd__WoodDeckSF__max', 'Exterior2nd__WoodDeckSF__std', 'Exterior2nd__OpenPorchSF__mean', 'Exterior2nd__OpenPorchSF__min', 'Exterior2nd__OpenPorchSF__max', 'Exterior2nd__OpenPorchSF__std', 'Exterior2nd__EnclosedPorch__mean', 'Exterior2nd__EnclosedPorch__min', 'Exterior2nd__EnclosedPorch__max', 'Exterior2nd__EnclosedPorch__std', 'Exterior2nd__3SsnPorch__mean', 'Exterior2nd__3SsnPorch__min', 'Exterior2nd__3SsnPorch__max', 'Exterior2nd__3SsnPorch__std', 'Exterior2nd__ScreenPorch__mean', 'Exterior2nd__ScreenPorch__min', 'Exterior2nd__ScreenPorch__max', 'Exterior2nd__ScreenPorch__std', 'Exterior2nd__PoolArea__mean', 'Exterior2nd__PoolArea__min', 'Exterior2nd__PoolArea__max', 'Exterior2nd__PoolArea__std', 'Exterior2nd__PoolQC__nunique', 'Exterior2nd__Fence__nunique', 'Exterior2nd__MiscFeature__nunique', 'Exterior2nd__MiscVal__mean', 'Exterior2nd__MiscVal__min', 'Exterior2nd__MiscVal__max', 'Exterior2nd__MiscVal__std', 'Exterior2nd__MoSold__mean', 'Exterior2nd__MoSold__min', 'Exterior2nd__MoSold__max', 'Exterior2nd__MoSold__std', 'Exterior2nd__YrSold__mean', 'Exterior2nd__YrSold__min', 'Exterior2nd__YrSold__max', 'Exterior2nd__YrSold__std', 'Exterior2nd__SaleType__nunique', 'Exterior2nd__SaleCondition__nunique', 'MasVnrType__MSSubClass__mean', 'MasVnrType__MSSubClass__min', 'MasVnrType__MSSubClass__max', 'MasVnrType__MSSubClass__std', 'MasVnrType__MSZoning__nunique', 'MasVnrType__LotFrontage__mean', 'MasVnrType__LotFrontage__min', 'MasVnrType__LotFrontage__max', 'MasVnrType__LotFrontage__std', 'MasVnrType__LotArea__mean', 'MasVnrType__LotArea__min', 'MasVnrType__LotArea__max', 'MasVnrType__LotArea__std', 'MasVnrType__Street__nunique', 'MasVnrType__Alley__nunique', 'MasVnrType__LotShape__nunique', 'MasVnrType__LandContour__nunique', 'MasVnrType__Utilities__nunique', 'MasVnrType__LotConfig__nunique', 'MasVnrType__LandSlope__nunique', 'MasVnrType__Neighborhood__nunique', 'MasVnrType__Condition1__nunique', 'MasVnrType__Condition2__nunique', 'MasVnrType__BldgType__nunique', 'MasVnrType__HouseStyle__nunique', 'MasVnrType__OverallQual__mean', 'MasVnrType__OverallQual__min', 'MasVnrType__OverallQual__max', 'MasVnrType__OverallQual__std', 'MasVnrType__OverallCond__mean', 'MasVnrType__OverallCond__min', 'MasVnrType__OverallCond__max', 'MasVnrType__OverallCond__std', 'MasVnrType__YearBuilt__mean', 'MasVnrType__YearBuilt__min', 'MasVnrType__YearBuilt__max', 'MasVnrType__YearBuilt__std', 'MasVnrType__YearRemodAdd__mean', 'MasVnrType__YearRemodAdd__min', 'MasVnrType__YearRemodAdd__max', 'MasVnrType__YearRemodAdd__std', 'MasVnrType__RoofStyle__nunique', 'MasVnrType__RoofMatl__nunique', 'MasVnrType__Exterior1st__nunique', 'MasVnrType__Exterior2nd__nunique', 'MasVnrType__MasVnrArea__mean', 'MasVnrType__MasVnrArea__min', 'MasVnrType__MasVnrArea__max', 'MasVnrType__MasVnrArea__std', 'MasVnrType__ExterQual__nunique', 'MasVnrType__ExterCond__nunique', 'MasVnrType__Foundation__nunique', 'MasVnrType__BsmtQual__nunique', 'MasVnrType__BsmtCond__nunique', 'MasVnrType__BsmtExposure__nunique', 'MasVnrType__BsmtFinType1__nunique', 'MasVnrType__BsmtFinSF1__mean', 'MasVnrType__BsmtFinSF1__min', 'MasVnrType__BsmtFinSF1__max', 'MasVnrType__BsmtFinSF1__std', 'MasVnrType__BsmtFinType2__nunique', 'MasVnrType__BsmtFinSF2__mean', 'MasVnrType__BsmtFinSF2__min', 'MasVnrType__BsmtFinSF2__max', 'MasVnrType__BsmtFinSF2__std', 'MasVnrType__BsmtUnfSF__mean', 'MasVnrType__BsmtUnfSF__min', 'MasVnrType__BsmtUnfSF__max', 'MasVnrType__BsmtUnfSF__std', 'MasVnrType__TotalBsmtSF__mean', 'MasVnrType__TotalBsmtSF__min', 'MasVnrType__TotalBsmtSF__max', 'MasVnrType__TotalBsmtSF__std', 'MasVnrType__Heating__nunique', 'MasVnrType__HeatingQC__nunique', 'MasVnrType__CentralAir__nunique', 'MasVnrType__Electrical__nunique', 'MasVnrType__1stFlrSF__mean', 'MasVnrType__1stFlrSF__min', 'MasVnrType__1stFlrSF__max', 'MasVnrType__1stFlrSF__std', 'MasVnrType__2ndFlrSF__mean', 'MasVnrType__2ndFlrSF__min', 'MasVnrType__2ndFlrSF__max', 'MasVnrType__2ndFlrSF__std', 'MasVnrType__LowQualFinSF__mean', 'MasVnrType__LowQualFinSF__min', 'MasVnrType__LowQualFinSF__max', 'MasVnrType__LowQualFinSF__std', 'MasVnrType__GrLivArea__mean', 'MasVnrType__GrLivArea__min', 'MasVnrType__GrLivArea__max', 'MasVnrType__GrLivArea__std', 'MasVnrType__BsmtFullBath__mean', 'MasVnrType__BsmtFullBath__min', 'MasVnrType__BsmtFullBath__max', 'MasVnrType__BsmtFullBath__std', 'MasVnrType__BsmtHalfBath__mean', 'MasVnrType__BsmtHalfBath__min', 'MasVnrType__BsmtHalfBath__max', 'MasVnrType__BsmtHalfBath__std', 'MasVnrType__FullBath__mean', 'MasVnrType__FullBath__min', 'MasVnrType__FullBath__max', 'MasVnrType__FullBath__std', 'MasVnrType__HalfBath__mean', 'MasVnrType__HalfBath__min', 'MasVnrType__HalfBath__max', 'MasVnrType__HalfBath__std', 'MasVnrType__BedroomAbvGr__mean', 'MasVnrType__BedroomAbvGr__min', 'MasVnrType__BedroomAbvGr__max', 'MasVnrType__BedroomAbvGr__std', 'MasVnrType__KitchenAbvGr__mean', 'MasVnrType__KitchenAbvGr__min', 'MasVnrType__KitchenAbvGr__max', 'MasVnrType__KitchenAbvGr__std', 'MasVnrType__KitchenQual__nunique', 'MasVnrType__TotRmsAbvGrd__mean', 'MasVnrType__TotRmsAbvGrd__min', 'MasVnrType__TotRmsAbvGrd__max', 'MasVnrType__TotRmsAbvGrd__std', 'MasVnrType__Functional__nunique', 'MasVnrType__Fireplaces__mean', 'MasVnrType__Fireplaces__min', 'MasVnrType__Fireplaces__max', 'MasVnrType__Fireplaces__std', 'MasVnrType__FireplaceQu__nunique', 'MasVnrType__GarageType__nunique', 'MasVnrType__GarageYrBlt__mean', 'MasVnrType__GarageYrBlt__min', 'MasVnrType__GarageYrBlt__max', 'MasVnrType__GarageYrBlt__std', 'MasVnrType__GarageFinish__nunique', 'MasVnrType__GarageCars__mean', 'MasVnrType__GarageCars__min', 'MasVnrType__GarageCars__max', 'MasVnrType__GarageCars__std', 'MasVnrType__GarageArea__mean', 'MasVnrType__GarageArea__min', 'MasVnrType__GarageArea__max', 'MasVnrType__GarageArea__std', 'MasVnrType__GarageQual__nunique', 'MasVnrType__GarageCond__nunique', 'MasVnrType__PavedDrive__nunique', 'MasVnrType__WoodDeckSF__mean', 'MasVnrType__WoodDeckSF__min', 'MasVnrType__WoodDeckSF__max', 'MasVnrType__WoodDeckSF__std', 'MasVnrType__OpenPorchSF__mean', 'MasVnrType__OpenPorchSF__min', 'MasVnrType__OpenPorchSF__max', 'MasVnrType__OpenPorchSF__std', 'MasVnrType__EnclosedPorch__mean', 'MasVnrType__EnclosedPorch__min', 'MasVnrType__EnclosedPorch__max', 'MasVnrType__EnclosedPorch__std', 'MasVnrType__3SsnPorch__mean', 'MasVnrType__3SsnPorch__min', 'MasVnrType__3SsnPorch__max', 'MasVnrType__3SsnPorch__std', 'MasVnrType__ScreenPorch__mean', 'MasVnrType__ScreenPorch__min', 'MasVnrType__ScreenPorch__max', 'MasVnrType__ScreenPorch__std', 'MasVnrType__PoolArea__mean', 'MasVnrType__PoolArea__min', 'MasVnrType__PoolArea__max', 'MasVnrType__PoolArea__std', 'MasVnrType__PoolQC__nunique', 'MasVnrType__Fence__nunique', 'MasVnrType__MiscFeature__nunique', 'MasVnrType__MiscVal__mean', 'MasVnrType__MiscVal__min', 'MasVnrType__MiscVal__max', 'MasVnrType__MiscVal__std', 'MasVnrType__MoSold__mean', 'MasVnrType__MoSold__min', 'MasVnrType__MoSold__max', 'MasVnrType__MoSold__std', 'MasVnrType__YrSold__mean', 'MasVnrType__YrSold__min', 'MasVnrType__YrSold__max', 'MasVnrType__YrSold__std', 'MasVnrType__SaleType__nunique', 'MasVnrType__SaleCondition__nunique', 'ExterQual__MSSubClass__mean', 'ExterQual__MSSubClass__min', 'ExterQual__MSSubClass__max', 'ExterQual__MSSubClass__std', 'ExterQual__MSZoning__nunique', 'ExterQual__LotFrontage__mean', 'ExterQual__LotFrontage__min', 'ExterQual__LotFrontage__max', 'ExterQual__LotFrontage__std', 'ExterQual__LotArea__mean', 'ExterQual__LotArea__min', 'ExterQual__LotArea__max', 'ExterQual__LotArea__std', 'ExterQual__Street__nunique', 'ExterQual__Alley__nunique', 'ExterQual__LotShape__nunique', 'ExterQual__LandContour__nunique', 'ExterQual__Utilities__nunique', 'ExterQual__LotConfig__nunique', 'ExterQual__LandSlope__nunique', 'ExterQual__Neighborhood__nunique', 'ExterQual__Condition1__nunique', 'ExterQual__Condition2__nunique', 'ExterQual__BldgType__nunique', 'ExterQual__HouseStyle__nunique', 'ExterQual__OverallQual__mean', 'ExterQual__OverallQual__min', 'ExterQual__OverallQual__max', 'ExterQual__OverallQual__std', 'ExterQual__OverallCond__mean', 'ExterQual__OverallCond__min', 'ExterQual__OverallCond__max', 'ExterQual__OverallCond__std', 'ExterQual__YearBuilt__mean', 'ExterQual__YearBuilt__min', 'ExterQual__YearBuilt__max', 'ExterQual__YearBuilt__std', 'ExterQual__YearRemodAdd__mean', 'ExterQual__YearRemodAdd__min', 'ExterQual__YearRemodAdd__max', 'ExterQual__YearRemodAdd__std', 'ExterQual__RoofStyle__nunique', 'ExterQual__RoofMatl__nunique', 'ExterQual__Exterior1st__nunique', 'ExterQual__Exterior2nd__nunique', 'ExterQual__MasVnrType__nunique', 'ExterQual__MasVnrArea__mean', 'ExterQual__MasVnrArea__min', 'ExterQual__MasVnrArea__max', 'ExterQual__MasVnrArea__std', 'ExterQual__ExterCond__nunique', 'ExterQual__Foundation__nunique', 'ExterQual__BsmtQual__nunique', 'ExterQual__BsmtCond__nunique', 'ExterQual__BsmtExposure__nunique', 'ExterQual__BsmtFinType1__nunique', 'ExterQual__BsmtFinSF1__mean', 'ExterQual__BsmtFinSF1__min', 'ExterQual__BsmtFinSF1__max', 'ExterQual__BsmtFinSF1__std', 'ExterQual__BsmtFinType2__nunique', 'ExterQual__BsmtFinSF2__mean', 'ExterQual__BsmtFinSF2__min', 'ExterQual__BsmtFinSF2__max', 'ExterQual__BsmtFinSF2__std', 'ExterQual__BsmtUnfSF__mean', 'ExterQual__BsmtUnfSF__min', 'ExterQual__BsmtUnfSF__max', 'ExterQual__BsmtUnfSF__std', 'ExterQual__TotalBsmtSF__mean', 'ExterQual__TotalBsmtSF__min', 'ExterQual__TotalBsmtSF__max', 'ExterQual__TotalBsmtSF__std', 'ExterQual__Heating__nunique', 'ExterQual__HeatingQC__nunique', 'ExterQual__CentralAir__nunique', 'ExterQual__Electrical__nunique', 'ExterQual__1stFlrSF__mean', 'ExterQual__1stFlrSF__min', 'ExterQual__1stFlrSF__max', 'ExterQual__1stFlrSF__std', 'ExterQual__2ndFlrSF__mean', 'ExterQual__2ndFlrSF__min', 'ExterQual__2ndFlrSF__max', 'ExterQual__2ndFlrSF__std', 'ExterQual__LowQualFinSF__mean', 'ExterQual__LowQualFinSF__min', 'ExterQual__LowQualFinSF__max', 'ExterQual__LowQualFinSF__std', 'ExterQual__GrLivArea__mean', 'ExterQual__GrLivArea__min', 'ExterQual__GrLivArea__max', 'ExterQual__GrLivArea__std', 'ExterQual__BsmtFullBath__mean', 'ExterQual__BsmtFullBath__min', 'ExterQual__BsmtFullBath__max', 'ExterQual__BsmtFullBath__std', 'ExterQual__BsmtHalfBath__mean', 'ExterQual__BsmtHalfBath__min', 'ExterQual__BsmtHalfBath__max', 'ExterQual__BsmtHalfBath__std', 'ExterQual__FullBath__mean', 'ExterQual__FullBath__min', 'ExterQual__FullBath__max', 'ExterQual__FullBath__std', 'ExterQual__HalfBath__mean', 'ExterQual__HalfBath__min', 'ExterQual__HalfBath__max', 'ExterQual__HalfBath__std', 'ExterQual__BedroomAbvGr__mean', 'ExterQual__BedroomAbvGr__min', 'ExterQual__BedroomAbvGr__max', 'ExterQual__BedroomAbvGr__std', 'ExterQual__KitchenAbvGr__mean', 'ExterQual__KitchenAbvGr__min', 'ExterQual__KitchenAbvGr__max', 'ExterQual__KitchenAbvGr__std', 'ExterQual__KitchenQual__nunique', 'ExterQual__TotRmsAbvGrd__mean', 'ExterQual__TotRmsAbvGrd__min', 'ExterQual__TotRmsAbvGrd__max', 'ExterQual__TotRmsAbvGrd__std', 'ExterQual__Functional__nunique', 'ExterQual__Fireplaces__mean', 'ExterQual__Fireplaces__min', 'ExterQual__Fireplaces__max', 'ExterQual__Fireplaces__std', 'ExterQual__FireplaceQu__nunique', 'ExterQual__GarageType__nunique', 'ExterQual__GarageYrBlt__mean', 'ExterQual__GarageYrBlt__min', 'ExterQual__GarageYrBlt__max', 'ExterQual__GarageYrBlt__std', 'ExterQual__GarageFinish__nunique', 'ExterQual__GarageCars__mean', 'ExterQual__GarageCars__min', 'ExterQual__GarageCars__max', 'ExterQual__GarageCars__std', 'ExterQual__GarageArea__mean', 'ExterQual__GarageArea__min', 'ExterQual__GarageArea__max', 'ExterQual__GarageArea__std', 'ExterQual__GarageQual__nunique', 'ExterQual__GarageCond__nunique', 'ExterQual__PavedDrive__nunique', 'ExterQual__WoodDeckSF__mean', 'ExterQual__WoodDeckSF__min', 'ExterQual__WoodDeckSF__max', 'ExterQual__WoodDeckSF__std', 'ExterQual__OpenPorchSF__mean', 'ExterQual__OpenPorchSF__min', 'ExterQual__OpenPorchSF__max', 'ExterQual__OpenPorchSF__std', 'ExterQual__EnclosedPorch__mean', 'ExterQual__EnclosedPorch__min', 'ExterQual__EnclosedPorch__max', 'ExterQual__EnclosedPorch__std', 'ExterQual__3SsnPorch__mean', 'ExterQual__3SsnPorch__min', 'ExterQual__3SsnPorch__max', 'ExterQual__3SsnPorch__std', 'ExterQual__ScreenPorch__mean', 'ExterQual__ScreenPorch__min', 'ExterQual__ScreenPorch__max', 'ExterQual__ScreenPorch__std', 'ExterQual__PoolArea__mean', 'ExterQual__PoolArea__min', 'ExterQual__PoolArea__max', 'ExterQual__PoolArea__std', 'ExterQual__PoolQC__nunique', 'ExterQual__Fence__nunique', 'ExterQual__MiscFeature__nunique', 'ExterQual__MiscVal__mean', 'ExterQual__MiscVal__min', 'ExterQual__MiscVal__max', 'ExterQual__MiscVal__std', 'ExterQual__MoSold__mean', 'ExterQual__MoSold__min', 'ExterQual__MoSold__max', 'ExterQual__MoSold__std', 'ExterQual__YrSold__mean', 'ExterQual__YrSold__min', 'ExterQual__YrSold__max', 'ExterQual__YrSold__std', 'ExterQual__SaleType__nunique', 'ExterQual__SaleCondition__nunique', 'ExterCond__MSSubClass__mean', 'ExterCond__MSSubClass__min', 'ExterCond__MSSubClass__max', 'ExterCond__MSSubClass__std', 'ExterCond__MSZoning__nunique', 'ExterCond__LotFrontage__mean', 'ExterCond__LotFrontage__min', 'ExterCond__LotFrontage__max', 'ExterCond__LotFrontage__std', 'ExterCond__LotArea__mean', 'ExterCond__LotArea__min', 'ExterCond__LotArea__max', 'ExterCond__LotArea__std', 'ExterCond__Street__nunique', 'ExterCond__Alley__nunique', 'ExterCond__LotShape__nunique', 'ExterCond__LandContour__nunique', 'ExterCond__Utilities__nunique', 'ExterCond__LotConfig__nunique', 'ExterCond__LandSlope__nunique', 'ExterCond__Neighborhood__nunique', 'ExterCond__Condition1__nunique', 'ExterCond__Condition2__nunique', 'ExterCond__BldgType__nunique', 'ExterCond__HouseStyle__nunique', 'ExterCond__OverallQual__mean', 'ExterCond__OverallQual__min', 'ExterCond__OverallQual__max', 'ExterCond__OverallQual__std', 'ExterCond__OverallCond__mean', 'ExterCond__OverallCond__min', 'ExterCond__OverallCond__max', 'ExterCond__OverallCond__std', 'ExterCond__YearBuilt__mean', 'ExterCond__YearBuilt__min', 'ExterCond__YearBuilt__max', 'ExterCond__YearBuilt__std', 'ExterCond__YearRemodAdd__mean', 'ExterCond__YearRemodAdd__min', 'ExterCond__YearRemodAdd__max', 'ExterCond__YearRemodAdd__std', 'ExterCond__RoofStyle__nunique', 'ExterCond__RoofMatl__nunique', 'ExterCond__Exterior1st__nunique', 'ExterCond__Exterior2nd__nunique', 'ExterCond__MasVnrType__nunique', 'ExterCond__MasVnrArea__mean', 'ExterCond__MasVnrArea__min', 'ExterCond__MasVnrArea__max', 'ExterCond__MasVnrArea__std', 'ExterCond__ExterQual__nunique', 'ExterCond__Foundation__nunique', 'ExterCond__BsmtQual__nunique', 'ExterCond__BsmtCond__nunique', 'ExterCond__BsmtExposure__nunique', 'ExterCond__BsmtFinType1__nunique', 'ExterCond__BsmtFinSF1__mean', 'ExterCond__BsmtFinSF1__min', 'ExterCond__BsmtFinSF1__max', 'ExterCond__BsmtFinSF1__std', 'ExterCond__BsmtFinType2__nunique', 'ExterCond__BsmtFinSF2__mean', 'ExterCond__BsmtFinSF2__min', 'ExterCond__BsmtFinSF2__max', 'ExterCond__BsmtFinSF2__std', 'ExterCond__BsmtUnfSF__mean', 'ExterCond__BsmtUnfSF__min', 'ExterCond__BsmtUnfSF__max', 'ExterCond__BsmtUnfSF__std', 'ExterCond__TotalBsmtSF__mean', 'ExterCond__TotalBsmtSF__min', 'ExterCond__TotalBsmtSF__max', 'ExterCond__TotalBsmtSF__std', 'ExterCond__Heating__nunique', 'ExterCond__HeatingQC__nunique', 'ExterCond__CentralAir__nunique', 'ExterCond__Electrical__nunique', 'ExterCond__1stFlrSF__mean', 'ExterCond__1stFlrSF__min', 'ExterCond__1stFlrSF__max', 'ExterCond__1stFlrSF__std', 'ExterCond__2ndFlrSF__mean', 'ExterCond__2ndFlrSF__min', 'ExterCond__2ndFlrSF__max', 'ExterCond__2ndFlrSF__std', 'ExterCond__LowQualFinSF__mean', 'ExterCond__LowQualFinSF__min', 'ExterCond__LowQualFinSF__max', 'ExterCond__LowQualFinSF__std', 'ExterCond__GrLivArea__mean', 'ExterCond__GrLivArea__min', 'ExterCond__GrLivArea__max', 'ExterCond__GrLivArea__std', 'ExterCond__BsmtFullBath__mean', 'ExterCond__BsmtFullBath__min', 'ExterCond__BsmtFullBath__max', 'ExterCond__BsmtFullBath__std', 'ExterCond__BsmtHalfBath__mean', 'ExterCond__BsmtHalfBath__min', 'ExterCond__BsmtHalfBath__max', 'ExterCond__BsmtHalfBath__std', 'ExterCond__FullBath__mean', 'ExterCond__FullBath__min', 'ExterCond__FullBath__max', 'ExterCond__FullBath__std', 'ExterCond__HalfBath__mean', 'ExterCond__HalfBath__min', 'ExterCond__HalfBath__max', 'ExterCond__HalfBath__std', 'ExterCond__BedroomAbvGr__mean', 'ExterCond__BedroomAbvGr__min', 'ExterCond__BedroomAbvGr__max', 'ExterCond__BedroomAbvGr__std', 'ExterCond__KitchenAbvGr__mean', 'ExterCond__KitchenAbvGr__min', 'ExterCond__KitchenAbvGr__max', 'ExterCond__KitchenAbvGr__std', 'ExterCond__KitchenQual__nunique', 'ExterCond__TotRmsAbvGrd__mean', 'ExterCond__TotRmsAbvGrd__min', 'ExterCond__TotRmsAbvGrd__max', 'ExterCond__TotRmsAbvGrd__std', 'ExterCond__Functional__nunique', 'ExterCond__Fireplaces__mean', 'ExterCond__Fireplaces__min', 'ExterCond__Fireplaces__max', 'ExterCond__Fireplaces__std', 'ExterCond__FireplaceQu__nunique', 'ExterCond__GarageType__nunique', 'ExterCond__GarageYrBlt__mean', 'ExterCond__GarageYrBlt__min', 'ExterCond__GarageYrBlt__max', 'ExterCond__GarageYrBlt__std', 'ExterCond__GarageFinish__nunique', 'ExterCond__GarageCars__mean', 'ExterCond__GarageCars__min', 'ExterCond__GarageCars__max', 'ExterCond__GarageCars__std', 'ExterCond__GarageArea__mean', 'ExterCond__GarageArea__min', 'ExterCond__GarageArea__max', 'ExterCond__GarageArea__std', 'ExterCond__GarageQual__nunique', 'ExterCond__GarageCond__nunique', 'ExterCond__PavedDrive__nunique', 'ExterCond__WoodDeckSF__mean', 'ExterCond__WoodDeckSF__min', 'ExterCond__WoodDeckSF__max', 'ExterCond__WoodDeckSF__std', 'ExterCond__OpenPorchSF__mean', 'ExterCond__OpenPorchSF__min', 'ExterCond__OpenPorchSF__max', 'ExterCond__OpenPorchSF__std', 'ExterCond__EnclosedPorch__mean', 'ExterCond__EnclosedPorch__min', 'ExterCond__EnclosedPorch__max', 'ExterCond__EnclosedPorch__std', 'ExterCond__3SsnPorch__mean', 'ExterCond__3SsnPorch__min', 'ExterCond__3SsnPorch__max', 'ExterCond__3SsnPorch__std', 'ExterCond__ScreenPorch__mean', 'ExterCond__ScreenPorch__min', 'ExterCond__ScreenPorch__max', 'ExterCond__ScreenPorch__std', 'ExterCond__PoolArea__mean', 'ExterCond__PoolArea__min', 'ExterCond__PoolArea__max', 'ExterCond__PoolArea__std', 'ExterCond__PoolQC__nunique', 'ExterCond__Fence__nunique', 'ExterCond__MiscFeature__nunique', 'ExterCond__MiscVal__mean', 'ExterCond__MiscVal__min', 'ExterCond__MiscVal__max', 'ExterCond__MiscVal__std', 'ExterCond__MoSold__mean', 'ExterCond__MoSold__min', 'ExterCond__MoSold__max', 'ExterCond__MoSold__std', 'ExterCond__YrSold__mean', 'ExterCond__YrSold__min', 'ExterCond__YrSold__max', 'ExterCond__YrSold__std', 'ExterCond__SaleType__nunique', 'ExterCond__SaleCondition__nunique', 'Foundation__MSSubClass__mean', 'Foundation__MSSubClass__min', 'Foundation__MSSubClass__max', 'Foundation__MSSubClass__std', 'Foundation__MSZoning__nunique', 'Foundation__LotFrontage__mean', 'Foundation__LotFrontage__min', 'Foundation__LotFrontage__max', 'Foundation__LotFrontage__std', 'Foundation__LotArea__mean', 'Foundation__LotArea__min', 'Foundation__LotArea__max', 'Foundation__LotArea__std', 'Foundation__Street__nunique', 'Foundation__Alley__nunique', 'Foundation__LotShape__nunique', 'Foundation__LandContour__nunique', 'Foundation__Utilities__nunique', 'Foundation__LotConfig__nunique', 'Foundation__LandSlope__nunique', 'Foundation__Neighborhood__nunique', 'Foundation__Condition1__nunique', 'Foundation__Condition2__nunique', 'Foundation__BldgType__nunique', 'Foundation__HouseStyle__nunique', 'Foundation__OverallQual__mean', 'Foundation__OverallQual__min', 'Foundation__OverallQual__max', 'Foundation__OverallQual__std', 'Foundation__OverallCond__mean', 'Foundation__OverallCond__min', 'Foundation__OverallCond__max', 'Foundation__OverallCond__std', 'Foundation__YearBuilt__mean', 'Foundation__YearBuilt__min', 'Foundation__YearBuilt__max', 'Foundation__YearBuilt__std', 'Foundation__YearRemodAdd__mean', 'Foundation__YearRemodAdd__min', 'Foundation__YearRemodAdd__max', 'Foundation__YearRemodAdd__std', 'Foundation__RoofStyle__nunique', 'Foundation__RoofMatl__nunique', 'Foundation__Exterior1st__nunique', 'Foundation__Exterior2nd__nunique', 'Foundation__MasVnrType__nunique', 'Foundation__MasVnrArea__mean', 'Foundation__MasVnrArea__min', 'Foundation__MasVnrArea__max', 'Foundation__MasVnrArea__std', 'Foundation__ExterQual__nunique', 'Foundation__ExterCond__nunique', 'Foundation__BsmtQual__nunique', 'Foundation__BsmtCond__nunique', 'Foundation__BsmtExposure__nunique', 'Foundation__BsmtFinType1__nunique', 'Foundation__BsmtFinSF1__mean', 'Foundation__BsmtFinSF1__min', 'Foundation__BsmtFinSF1__max', 'Foundation__BsmtFinSF1__std', 'Foundation__BsmtFinType2__nunique', 'Foundation__BsmtFinSF2__mean', 'Foundation__BsmtFinSF2__min', 'Foundation__BsmtFinSF2__max', 'Foundation__BsmtFinSF2__std', 'Foundation__BsmtUnfSF__mean', 'Foundation__BsmtUnfSF__min', 'Foundation__BsmtUnfSF__max', 'Foundation__BsmtUnfSF__std', 'Foundation__TotalBsmtSF__mean', 'Foundation__TotalBsmtSF__min', 'Foundation__TotalBsmtSF__max', 'Foundation__TotalBsmtSF__std', 'Foundation__Heating__nunique', 'Foundation__HeatingQC__nunique', 'Foundation__CentralAir__nunique', 'Foundation__Electrical__nunique', 'Foundation__1stFlrSF__mean', 'Foundation__1stFlrSF__min', 'Foundation__1stFlrSF__max', 'Foundation__1stFlrSF__std', 'Foundation__2ndFlrSF__mean', 'Foundation__2ndFlrSF__min', 'Foundation__2ndFlrSF__max', 'Foundation__2ndFlrSF__std', 'Foundation__LowQualFinSF__mean', 'Foundation__LowQualFinSF__min', 'Foundation__LowQualFinSF__max', 'Foundation__LowQualFinSF__std', 'Foundation__GrLivArea__mean', 'Foundation__GrLivArea__min', 'Foundation__GrLivArea__max', 'Foundation__GrLivArea__std', 'Foundation__BsmtFullBath__mean', 'Foundation__BsmtFullBath__min', 'Foundation__BsmtFullBath__max', 'Foundation__BsmtFullBath__std', 'Foundation__BsmtHalfBath__mean', 'Foundation__BsmtHalfBath__min', 'Foundation__BsmtHalfBath__max', 'Foundation__BsmtHalfBath__std', 'Foundation__FullBath__mean', 'Foundation__FullBath__min', 'Foundation__FullBath__max', 'Foundation__FullBath__std', 'Foundation__HalfBath__mean', 'Foundation__HalfBath__min', 'Foundation__HalfBath__max', 'Foundation__HalfBath__std', 'Foundation__BedroomAbvGr__mean', 'Foundation__BedroomAbvGr__min', 'Foundation__BedroomAbvGr__max', 'Foundation__BedroomAbvGr__std', 'Foundation__KitchenAbvGr__mean', 'Foundation__KitchenAbvGr__min', 'Foundation__KitchenAbvGr__max', 'Foundation__KitchenAbvGr__std', 'Foundation__KitchenQual__nunique', 'Foundation__TotRmsAbvGrd__mean', 'Foundation__TotRmsAbvGrd__min', 'Foundation__TotRmsAbvGrd__max', 'Foundation__TotRmsAbvGrd__std', 'Foundation__Functional__nunique', 'Foundation__Fireplaces__mean', 'Foundation__Fireplaces__min', 'Foundation__Fireplaces__max', 'Foundation__Fireplaces__std', 'Foundation__FireplaceQu__nunique', 'Foundation__GarageType__nunique', 'Foundation__GarageYrBlt__mean', 'Foundation__GarageYrBlt__min', 'Foundation__GarageYrBlt__max', 'Foundation__GarageYrBlt__std', 'Foundation__GarageFinish__nunique', 'Foundation__GarageCars__mean', 'Foundation__GarageCars__min', 'Foundation__GarageCars__max', 'Foundation__GarageCars__std', 'Foundation__GarageArea__mean', 'Foundation__GarageArea__min', 'Foundation__GarageArea__max', 'Foundation__GarageArea__std', 'Foundation__GarageQual__nunique', 'Foundation__GarageCond__nunique', 'Foundation__PavedDrive__nunique', 'Foundation__WoodDeckSF__mean', 'Foundation__WoodDeckSF__min', 'Foundation__WoodDeckSF__max', 'Foundation__WoodDeckSF__std', 'Foundation__OpenPorchSF__mean', 'Foundation__OpenPorchSF__min', 'Foundation__OpenPorchSF__max', 'Foundation__OpenPorchSF__std', 'Foundation__EnclosedPorch__mean', 'Foundation__EnclosedPorch__min', 'Foundation__EnclosedPorch__max', 'Foundation__EnclosedPorch__std', 'Foundation__3SsnPorch__mean', 'Foundation__3SsnPorch__min', 'Foundation__3SsnPorch__max', 'Foundation__3SsnPorch__std', 'Foundation__ScreenPorch__mean', 'Foundation__ScreenPorch__min', 'Foundation__ScreenPorch__max', 'Foundation__ScreenPorch__std', 'Foundation__PoolArea__mean', 'Foundation__PoolArea__min', 'Foundation__PoolArea__max', 'Foundation__PoolArea__std', 'Foundation__PoolQC__nunique', 'Foundation__Fence__nunique', 'Foundation__MiscFeature__nunique', 'Foundation__MiscVal__mean', 'Foundation__MiscVal__min', 'Foundation__MiscVal__max', 'Foundation__MiscVal__std', 'Foundation__MoSold__mean', 'Foundation__MoSold__min', 'Foundation__MoSold__max', 'Foundation__MoSold__std', 'Foundation__YrSold__mean', 'Foundation__YrSold__min', 'Foundation__YrSold__max', 'Foundation__YrSold__std', 'Foundation__SaleType__nunique', 'Foundation__SaleCondition__nunique', 'BsmtQual__MSSubClass__mean', 'BsmtQual__MSSubClass__min', 'BsmtQual__MSSubClass__max', 'BsmtQual__MSSubClass__std', 'BsmtQual__MSZoning__nunique', 'BsmtQual__LotFrontage__mean', 'BsmtQual__LotFrontage__min', 'BsmtQual__LotFrontage__max', 'BsmtQual__LotFrontage__std', 'BsmtQual__LotArea__mean', 'BsmtQual__LotArea__min', 'BsmtQual__LotArea__max', 'BsmtQual__LotArea__std', 'BsmtQual__Street__nunique', 'BsmtQual__Alley__nunique', 'BsmtQual__LotShape__nunique', 'BsmtQual__LandContour__nunique', 'BsmtQual__Utilities__nunique', 'BsmtQual__LotConfig__nunique', 'BsmtQual__LandSlope__nunique', 'BsmtQual__Neighborhood__nunique', 'BsmtQual__Condition1__nunique', 'BsmtQual__Condition2__nunique', 'BsmtQual__BldgType__nunique', 'BsmtQual__HouseStyle__nunique', 'BsmtQual__OverallQual__mean', 'BsmtQual__OverallQual__min', 'BsmtQual__OverallQual__max', 'BsmtQual__OverallQual__std', 'BsmtQual__OverallCond__mean', 'BsmtQual__OverallCond__min', 'BsmtQual__OverallCond__max', 'BsmtQual__OverallCond__std', 'BsmtQual__YearBuilt__mean', 'BsmtQual__YearBuilt__min', 'BsmtQual__YearBuilt__max', 'BsmtQual__YearBuilt__std', 'BsmtQual__YearRemodAdd__mean', 'BsmtQual__YearRemodAdd__min', 'BsmtQual__YearRemodAdd__max', 'BsmtQual__YearRemodAdd__std', 'BsmtQual__RoofStyle__nunique', 'BsmtQual__RoofMatl__nunique', 'BsmtQual__Exterior1st__nunique', 'BsmtQual__Exterior2nd__nunique', 'BsmtQual__MasVnrType__nunique', 'BsmtQual__MasVnrArea__mean', 'BsmtQual__MasVnrArea__min', 'BsmtQual__MasVnrArea__max', 'BsmtQual__MasVnrArea__std', 'BsmtQual__ExterQual__nunique', 'BsmtQual__ExterCond__nunique', 'BsmtQual__Foundation__nunique', 'BsmtQual__BsmtCond__nunique', 'BsmtQual__BsmtExposure__nunique', 'BsmtQual__BsmtFinType1__nunique', 'BsmtQual__BsmtFinSF1__mean', 'BsmtQual__BsmtFinSF1__min', 'BsmtQual__BsmtFinSF1__max', 'BsmtQual__BsmtFinSF1__std', 'BsmtQual__BsmtFinType2__nunique', 'BsmtQual__BsmtFinSF2__mean', 'BsmtQual__BsmtFinSF2__min', 'BsmtQual__BsmtFinSF2__max', 'BsmtQual__BsmtFinSF2__std', 'BsmtQual__BsmtUnfSF__mean', 'BsmtQual__BsmtUnfSF__min', 'BsmtQual__BsmtUnfSF__max', 'BsmtQual__BsmtUnfSF__std', 'BsmtQual__TotalBsmtSF__mean', 'BsmtQual__TotalBsmtSF__min', 'BsmtQual__TotalBsmtSF__max', 'BsmtQual__TotalBsmtSF__std', 'BsmtQual__Heating__nunique', 'BsmtQual__HeatingQC__nunique', 'BsmtQual__CentralAir__nunique', 'BsmtQual__Electrical__nunique', 'BsmtQual__1stFlrSF__mean', 'BsmtQual__1stFlrSF__min', 'BsmtQual__1stFlrSF__max', 'BsmtQual__1stFlrSF__std', 'BsmtQual__2ndFlrSF__mean', 'BsmtQual__2ndFlrSF__min', 'BsmtQual__2ndFlrSF__max', 'BsmtQual__2ndFlrSF__std', 'BsmtQual__LowQualFinSF__mean', 'BsmtQual__LowQualFinSF__min', 'BsmtQual__LowQualFinSF__max', 'BsmtQual__LowQualFinSF__std', 'BsmtQual__GrLivArea__mean', 'BsmtQual__GrLivArea__min', 'BsmtQual__GrLivArea__max', 'BsmtQual__GrLivArea__std', 'BsmtQual__BsmtFullBath__mean', 'BsmtQual__BsmtFullBath__min', 'BsmtQual__BsmtFullBath__max', 'BsmtQual__BsmtFullBath__std', 'BsmtQual__BsmtHalfBath__mean', 'BsmtQual__BsmtHalfBath__min', 'BsmtQual__BsmtHalfBath__max', 'BsmtQual__BsmtHalfBath__std', 'BsmtQual__FullBath__mean', 'BsmtQual__FullBath__min', 'BsmtQual__FullBath__max', 'BsmtQual__FullBath__std', 'BsmtQual__HalfBath__mean', 'BsmtQual__HalfBath__min', 'BsmtQual__HalfBath__max', 'BsmtQual__HalfBath__std', 'BsmtQual__BedroomAbvGr__mean', 'BsmtQual__BedroomAbvGr__min', 'BsmtQual__BedroomAbvGr__max', 'BsmtQual__BedroomAbvGr__std', 'BsmtQual__KitchenAbvGr__mean', 'BsmtQual__KitchenAbvGr__min', 'BsmtQual__KitchenAbvGr__max', 'BsmtQual__KitchenAbvGr__std', 'BsmtQual__KitchenQual__nunique', 'BsmtQual__TotRmsAbvGrd__mean', 'BsmtQual__TotRmsAbvGrd__min', 'BsmtQual__TotRmsAbvGrd__max', 'BsmtQual__TotRmsAbvGrd__std', 'BsmtQual__Functional__nunique', 'BsmtQual__Fireplaces__mean', 'BsmtQual__Fireplaces__min', 'BsmtQual__Fireplaces__max', 'BsmtQual__Fireplaces__std', 'BsmtQual__FireplaceQu__nunique', 'BsmtQual__GarageType__nunique', 'BsmtQual__GarageYrBlt__mean', 'BsmtQual__GarageYrBlt__min', 'BsmtQual__GarageYrBlt__max', 'BsmtQual__GarageYrBlt__std', 'BsmtQual__GarageFinish__nunique', 'BsmtQual__GarageCars__mean', 'BsmtQual__GarageCars__min', 'BsmtQual__GarageCars__max', 'BsmtQual__GarageCars__std', 'BsmtQual__GarageArea__mean', 'BsmtQual__GarageArea__min', 'BsmtQual__GarageArea__max', 'BsmtQual__GarageArea__std', 'BsmtQual__GarageQual__nunique', 'BsmtQual__GarageCond__nunique', 'BsmtQual__PavedDrive__nunique', 'BsmtQual__WoodDeckSF__mean', 'BsmtQual__WoodDeckSF__min', 'BsmtQual__WoodDeckSF__max', 'BsmtQual__WoodDeckSF__std', 'BsmtQual__OpenPorchSF__mean', 'BsmtQual__OpenPorchSF__min', 'BsmtQual__OpenPorchSF__max', 'BsmtQual__OpenPorchSF__std', 'BsmtQual__EnclosedPorch__mean', 'BsmtQual__EnclosedPorch__min', 'BsmtQual__EnclosedPorch__max', 'BsmtQual__EnclosedPorch__std', 'BsmtQual__3SsnPorch__mean', 'BsmtQual__3SsnPorch__min', 'BsmtQual__3SsnPorch__max', 'BsmtQual__3SsnPorch__std', 'BsmtQual__ScreenPorch__mean', 'BsmtQual__ScreenPorch__min', 'BsmtQual__ScreenPorch__max', 'BsmtQual__ScreenPorch__std', 'BsmtQual__PoolArea__mean', 'BsmtQual__PoolArea__min', 'BsmtQual__PoolArea__max', 'BsmtQual__PoolArea__std', 'BsmtQual__PoolQC__nunique', 'BsmtQual__Fence__nunique', 'BsmtQual__MiscFeature__nunique', 'BsmtQual__MiscVal__mean', 'BsmtQual__MiscVal__min', 'BsmtQual__MiscVal__max', 'BsmtQual__MiscVal__std', 'BsmtQual__MoSold__mean', 'BsmtQual__MoSold__min', 'BsmtQual__MoSold__max', 'BsmtQual__MoSold__std', 'BsmtQual__YrSold__mean', 'BsmtQual__YrSold__min', 'BsmtQual__YrSold__max', 'BsmtQual__YrSold__std', 'BsmtQual__SaleType__nunique', 'BsmtQual__SaleCondition__nunique', 'BsmtCond__MSSubClass__mean', 'BsmtCond__MSSubClass__min', 'BsmtCond__MSSubClass__max', 'BsmtCond__MSSubClass__std', 'BsmtCond__MSZoning__nunique', 'BsmtCond__LotFrontage__mean', 'BsmtCond__LotFrontage__min', 'BsmtCond__LotFrontage__max', 'BsmtCond__LotFrontage__std', 'BsmtCond__LotArea__mean', 'BsmtCond__LotArea__min', 'BsmtCond__LotArea__max', 'BsmtCond__LotArea__std', 'BsmtCond__Street__nunique', 'BsmtCond__Alley__nunique', 'BsmtCond__LotShape__nunique', 'BsmtCond__LandContour__nunique', 'BsmtCond__Utilities__nunique', 'BsmtCond__LotConfig__nunique', 'BsmtCond__LandSlope__nunique', 'BsmtCond__Neighborhood__nunique', 'BsmtCond__Condition1__nunique', 'BsmtCond__Condition2__nunique', 'BsmtCond__BldgType__nunique', 'BsmtCond__HouseStyle__nunique', 'BsmtCond__OverallQual__mean', 'BsmtCond__OverallQual__min', 'BsmtCond__OverallQual__max', 'BsmtCond__OverallQual__std', 'BsmtCond__OverallCond__mean', 'BsmtCond__OverallCond__min', 'BsmtCond__OverallCond__max', 'BsmtCond__OverallCond__std', 'BsmtCond__YearBuilt__mean', 'BsmtCond__YearBuilt__min', 'BsmtCond__YearBuilt__max', 'BsmtCond__YearBuilt__std', 'BsmtCond__YearRemodAdd__mean', 'BsmtCond__YearRemodAdd__min', 'BsmtCond__YearRemodAdd__max', 'BsmtCond__YearRemodAdd__std', 'BsmtCond__RoofStyle__nunique', 'BsmtCond__RoofMatl__nunique', 'BsmtCond__Exterior1st__nunique', 'BsmtCond__Exterior2nd__nunique', 'BsmtCond__MasVnrType__nunique', 'BsmtCond__MasVnrArea__mean', 'BsmtCond__MasVnrArea__min', 'BsmtCond__MasVnrArea__max', 'BsmtCond__MasVnrArea__std', 'BsmtCond__ExterQual__nunique', 'BsmtCond__ExterCond__nunique', 'BsmtCond__Foundation__nunique', 'BsmtCond__BsmtQual__nunique', 'BsmtCond__BsmtExposure__nunique', 'BsmtCond__BsmtFinType1__nunique', 'BsmtCond__BsmtFinSF1__mean', 'BsmtCond__BsmtFinSF1__min', 'BsmtCond__BsmtFinSF1__max', 'BsmtCond__BsmtFinSF1__std', 'BsmtCond__BsmtFinType2__nunique', 'BsmtCond__BsmtFinSF2__mean', 'BsmtCond__BsmtFinSF2__min', 'BsmtCond__BsmtFinSF2__max', 'BsmtCond__BsmtFinSF2__std', 'BsmtCond__BsmtUnfSF__mean', 'BsmtCond__BsmtUnfSF__min', 'BsmtCond__BsmtUnfSF__max', 'BsmtCond__BsmtUnfSF__std', 'BsmtCond__TotalBsmtSF__mean', 'BsmtCond__TotalBsmtSF__min', 'BsmtCond__TotalBsmtSF__max', 'BsmtCond__TotalBsmtSF__std', 'BsmtCond__Heating__nunique', 'BsmtCond__HeatingQC__nunique', 'BsmtCond__CentralAir__nunique', 'BsmtCond__Electrical__nunique', 'BsmtCond__1stFlrSF__mean', 'BsmtCond__1stFlrSF__min', 'BsmtCond__1stFlrSF__max', 'BsmtCond__1stFlrSF__std', 'BsmtCond__2ndFlrSF__mean', 'BsmtCond__2ndFlrSF__min', 'BsmtCond__2ndFlrSF__max', 'BsmtCond__2ndFlrSF__std', 'BsmtCond__LowQualFinSF__mean', 'BsmtCond__LowQualFinSF__min', 'BsmtCond__LowQualFinSF__max', 'BsmtCond__LowQualFinSF__std', 'BsmtCond__GrLivArea__mean', 'BsmtCond__GrLivArea__min', 'BsmtCond__GrLivArea__max', 'BsmtCond__GrLivArea__std', 'BsmtCond__BsmtFullBath__mean', 'BsmtCond__BsmtFullBath__min', 'BsmtCond__BsmtFullBath__max', 'BsmtCond__BsmtFullBath__std', 'BsmtCond__BsmtHalfBath__mean', 'BsmtCond__BsmtHalfBath__min', 'BsmtCond__BsmtHalfBath__max', 'BsmtCond__BsmtHalfBath__std', 'BsmtCond__FullBath__mean', 'BsmtCond__FullBath__min', 'BsmtCond__FullBath__max', 'BsmtCond__FullBath__std', 'BsmtCond__HalfBath__mean', 'BsmtCond__HalfBath__min', 'BsmtCond__HalfBath__max', 'BsmtCond__HalfBath__std', 'BsmtCond__BedroomAbvGr__mean', 'BsmtCond__BedroomAbvGr__min', 'BsmtCond__BedroomAbvGr__max', 'BsmtCond__BedroomAbvGr__std', 'BsmtCond__KitchenAbvGr__mean', 'BsmtCond__KitchenAbvGr__min', 'BsmtCond__KitchenAbvGr__max', 'BsmtCond__KitchenAbvGr__std', 'BsmtCond__KitchenQual__nunique', 'BsmtCond__TotRmsAbvGrd__mean', 'BsmtCond__TotRmsAbvGrd__min', 'BsmtCond__TotRmsAbvGrd__max', 'BsmtCond__TotRmsAbvGrd__std', 'BsmtCond__Functional__nunique', 'BsmtCond__Fireplaces__mean', 'BsmtCond__Fireplaces__min', 'BsmtCond__Fireplaces__max', 'BsmtCond__Fireplaces__std', 'BsmtCond__FireplaceQu__nunique', 'BsmtCond__GarageType__nunique', 'BsmtCond__GarageYrBlt__mean', 'BsmtCond__GarageYrBlt__min', 'BsmtCond__GarageYrBlt__max', 'BsmtCond__GarageYrBlt__std', 'BsmtCond__GarageFinish__nunique', 'BsmtCond__GarageCars__mean', 'BsmtCond__GarageCars__min', 'BsmtCond__GarageCars__max', 'BsmtCond__GarageCars__std', 'BsmtCond__GarageArea__mean', 'BsmtCond__GarageArea__min', 'BsmtCond__GarageArea__max', 'BsmtCond__GarageArea__std', 'BsmtCond__GarageQual__nunique', 'BsmtCond__GarageCond__nunique', 'BsmtCond__PavedDrive__nunique', 'BsmtCond__WoodDeckSF__mean', 'BsmtCond__WoodDeckSF__min', 'BsmtCond__WoodDeckSF__max', 'BsmtCond__WoodDeckSF__std', 'BsmtCond__OpenPorchSF__mean', 'BsmtCond__OpenPorchSF__min', 'BsmtCond__OpenPorchSF__max', 'BsmtCond__OpenPorchSF__std', 'BsmtCond__EnclosedPorch__mean', 'BsmtCond__EnclosedPorch__min', 'BsmtCond__EnclosedPorch__max', 'BsmtCond__EnclosedPorch__std', 'BsmtCond__3SsnPorch__mean', 'BsmtCond__3SsnPorch__min', 'BsmtCond__3SsnPorch__max', 'BsmtCond__3SsnPorch__std', 'BsmtCond__ScreenPorch__mean', 'BsmtCond__ScreenPorch__min', 'BsmtCond__ScreenPorch__max', 'BsmtCond__ScreenPorch__std', 'BsmtCond__PoolArea__mean', 'BsmtCond__PoolArea__min', 'BsmtCond__PoolArea__max', 'BsmtCond__PoolArea__std', 'BsmtCond__PoolQC__nunique', 'BsmtCond__Fence__nunique', 'BsmtCond__MiscFeature__nunique', 'BsmtCond__MiscVal__mean', 'BsmtCond__MiscVal__min', 'BsmtCond__MiscVal__max', 'BsmtCond__MiscVal__std', 'BsmtCond__MoSold__mean', 'BsmtCond__MoSold__min', 'BsmtCond__MoSold__max', 'BsmtCond__MoSold__std', 'BsmtCond__YrSold__mean', 'BsmtCond__YrSold__min', 'BsmtCond__YrSold__max', 'BsmtCond__YrSold__std', 'BsmtCond__SaleType__nunique', 'BsmtCond__SaleCondition__nunique', 'BsmtExposure__MSSubClass__mean', 'BsmtExposure__MSSubClass__min', 'BsmtExposure__MSSubClass__max', 'BsmtExposure__MSSubClass__std', 'BsmtExposure__MSZoning__nunique', 'BsmtExposure__LotFrontage__mean', 'BsmtExposure__LotFrontage__min', 'BsmtExposure__LotFrontage__max', 'BsmtExposure__LotFrontage__std', 'BsmtExposure__LotArea__mean', 'BsmtExposure__LotArea__min', 'BsmtExposure__LotArea__max', 'BsmtExposure__LotArea__std', 'BsmtExposure__Street__nunique', 'BsmtExposure__Alley__nunique', 'BsmtExposure__LotShape__nunique', 'BsmtExposure__LandContour__nunique', 'BsmtExposure__Utilities__nunique', 'BsmtExposure__LotConfig__nunique', 'BsmtExposure__LandSlope__nunique', 'BsmtExposure__Neighborhood__nunique', 'BsmtExposure__Condition1__nunique', 'BsmtExposure__Condition2__nunique', 'BsmtExposure__BldgType__nunique', 'BsmtExposure__HouseStyle__nunique', 'BsmtExposure__OverallQual__mean', 'BsmtExposure__OverallQual__min', 'BsmtExposure__OverallQual__max', 'BsmtExposure__OverallQual__std', 'BsmtExposure__OverallCond__mean', 'BsmtExposure__OverallCond__min', 'BsmtExposure__OverallCond__max', 'BsmtExposure__OverallCond__std', 'BsmtExposure__YearBuilt__mean', 'BsmtExposure__YearBuilt__min', 'BsmtExposure__YearBuilt__max', 'BsmtExposure__YearBuilt__std', 'BsmtExposure__YearRemodAdd__mean', 'BsmtExposure__YearRemodAdd__min', 'BsmtExposure__YearRemodAdd__max', 'BsmtExposure__YearRemodAdd__std', 'BsmtExposure__RoofStyle__nunique', 'BsmtExposure__RoofMatl__nunique', 'BsmtExposure__Exterior1st__nunique', 'BsmtExposure__Exterior2nd__nunique', 'BsmtExposure__MasVnrType__nunique', 'BsmtExposure__MasVnrArea__mean', 'BsmtExposure__MasVnrArea__min', 'BsmtExposure__MasVnrArea__max', 'BsmtExposure__MasVnrArea__std', 'BsmtExposure__ExterQual__nunique', 'BsmtExposure__ExterCond__nunique', 'BsmtExposure__Foundation__nunique', 'BsmtExposure__BsmtQual__nunique', 'BsmtExposure__BsmtCond__nunique', 'BsmtExposure__BsmtFinType1__nunique', 'BsmtExposure__BsmtFinSF1__mean', 'BsmtExposure__BsmtFinSF1__min', 'BsmtExposure__BsmtFinSF1__max', 'BsmtExposure__BsmtFinSF1__std', 'BsmtExposure__BsmtFinType2__nunique', 'BsmtExposure__BsmtFinSF2__mean', 'BsmtExposure__BsmtFinSF2__min', 'BsmtExposure__BsmtFinSF2__max', 'BsmtExposure__BsmtFinSF2__std', 'BsmtExposure__BsmtUnfSF__mean', 'BsmtExposure__BsmtUnfSF__min', 'BsmtExposure__BsmtUnfSF__max', 'BsmtExposure__BsmtUnfSF__std', 'BsmtExposure__TotalBsmtSF__mean', 'BsmtExposure__TotalBsmtSF__min', 'BsmtExposure__TotalBsmtSF__max', 'BsmtExposure__TotalBsmtSF__std', 'BsmtExposure__Heating__nunique', 'BsmtExposure__HeatingQC__nunique', 'BsmtExposure__CentralAir__nunique', 'BsmtExposure__Electrical__nunique', 'BsmtExposure__1stFlrSF__mean', 'BsmtExposure__1stFlrSF__min', 'BsmtExposure__1stFlrSF__max', 'BsmtExposure__1stFlrSF__std', 'BsmtExposure__2ndFlrSF__mean', 'BsmtExposure__2ndFlrSF__min', 'BsmtExposure__2ndFlrSF__max', 'BsmtExposure__2ndFlrSF__std', 'BsmtExposure__LowQualFinSF__mean', 'BsmtExposure__LowQualFinSF__min', 'BsmtExposure__LowQualFinSF__max', 'BsmtExposure__LowQualFinSF__std', 'BsmtExposure__GrLivArea__mean', 'BsmtExposure__GrLivArea__min', 'BsmtExposure__GrLivArea__max', 'BsmtExposure__GrLivArea__std', 'BsmtExposure__BsmtFullBath__mean', 'BsmtExposure__BsmtFullBath__min', 'BsmtExposure__BsmtFullBath__max', 'BsmtExposure__BsmtFullBath__std', 'BsmtExposure__BsmtHalfBath__mean', 'BsmtExposure__BsmtHalfBath__min', 'BsmtExposure__BsmtHalfBath__max', 'BsmtExposure__BsmtHalfBath__std', 'BsmtExposure__FullBath__mean', 'BsmtExposure__FullBath__min', 'BsmtExposure__FullBath__max', 'BsmtExposure__FullBath__std', 'BsmtExposure__HalfBath__mean', 'BsmtExposure__HalfBath__min', 'BsmtExposure__HalfBath__max', 'BsmtExposure__HalfBath__std', 'BsmtExposure__BedroomAbvGr__mean', 'BsmtExposure__BedroomAbvGr__min', 'BsmtExposure__BedroomAbvGr__max', 'BsmtExposure__BedroomAbvGr__std', 'BsmtExposure__KitchenAbvGr__mean', 'BsmtExposure__KitchenAbvGr__min', 'BsmtExposure__KitchenAbvGr__max', 'BsmtExposure__KitchenAbvGr__std', 'BsmtExposure__KitchenQual__nunique', 'BsmtExposure__TotRmsAbvGrd__mean', 'BsmtExposure__TotRmsAbvGrd__min', 'BsmtExposure__TotRmsAbvGrd__max', 'BsmtExposure__TotRmsAbvGrd__std', 'BsmtExposure__Functional__nunique', 'BsmtExposure__Fireplaces__mean', 'BsmtExposure__Fireplaces__min', 'BsmtExposure__Fireplaces__max', 'BsmtExposure__Fireplaces__std', 'BsmtExposure__FireplaceQu__nunique', 'BsmtExposure__GarageType__nunique', 'BsmtExposure__GarageYrBlt__mean', 'BsmtExposure__GarageYrBlt__min', 'BsmtExposure__GarageYrBlt__max', 'BsmtExposure__GarageYrBlt__std', 'BsmtExposure__GarageFinish__nunique', 'BsmtExposure__GarageCars__mean', 'BsmtExposure__GarageCars__min', 'BsmtExposure__GarageCars__max', 'BsmtExposure__GarageCars__std', 'BsmtExposure__GarageArea__mean', 'BsmtExposure__GarageArea__min', 'BsmtExposure__GarageArea__max', 'BsmtExposure__GarageArea__std', 'BsmtExposure__GarageQual__nunique', 'BsmtExposure__GarageCond__nunique', 'BsmtExposure__PavedDrive__nunique', 'BsmtExposure__WoodDeckSF__mean', 'BsmtExposure__WoodDeckSF__min', 'BsmtExposure__WoodDeckSF__max', 'BsmtExposure__WoodDeckSF__std', 'BsmtExposure__OpenPorchSF__mean', 'BsmtExposure__OpenPorchSF__min', 'BsmtExposure__OpenPorchSF__max', 'BsmtExposure__OpenPorchSF__std', 'BsmtExposure__EnclosedPorch__mean', 'BsmtExposure__EnclosedPorch__min', 'BsmtExposure__EnclosedPorch__max', 'BsmtExposure__EnclosedPorch__std', 'BsmtExposure__3SsnPorch__mean', 'BsmtExposure__3SsnPorch__min', 'BsmtExposure__3SsnPorch__max', 'BsmtExposure__3SsnPorch__std', 'BsmtExposure__ScreenPorch__mean', 'BsmtExposure__ScreenPorch__min', 'BsmtExposure__ScreenPorch__max', 'BsmtExposure__ScreenPorch__std', 'BsmtExposure__PoolArea__mean', 'BsmtExposure__PoolArea__min', 'BsmtExposure__PoolArea__max', 'BsmtExposure__PoolArea__std', 'BsmtExposure__PoolQC__nunique', 'BsmtExposure__Fence__nunique', 'BsmtExposure__MiscFeature__nunique', 'BsmtExposure__MiscVal__mean', 'BsmtExposure__MiscVal__min', 'BsmtExposure__MiscVal__max', 'BsmtExposure__MiscVal__std', 'BsmtExposure__MoSold__mean', 'BsmtExposure__MoSold__min', 'BsmtExposure__MoSold__max', 'BsmtExposure__MoSold__std', 'BsmtExposure__YrSold__mean', 'BsmtExposure__YrSold__min', 'BsmtExposure__YrSold__max', 'BsmtExposure__YrSold__std', 'BsmtExposure__SaleType__nunique', 'BsmtExposure__SaleCondition__nunique', 'BsmtFinType1__MSSubClass__mean', 'BsmtFinType1__MSSubClass__min', 'BsmtFinType1__MSSubClass__max', 'BsmtFinType1__MSSubClass__std', 'BsmtFinType1__MSZoning__nunique', 'BsmtFinType1__LotFrontage__mean', 'BsmtFinType1__LotFrontage__min', 'BsmtFinType1__LotFrontage__max', 'BsmtFinType1__LotFrontage__std', 'BsmtFinType1__LotArea__mean', 'BsmtFinType1__LotArea__min', 'BsmtFinType1__LotArea__max', 'BsmtFinType1__LotArea__std', 'BsmtFinType1__Street__nunique', 'BsmtFinType1__Alley__nunique', 'BsmtFinType1__LotShape__nunique', 'BsmtFinType1__LandContour__nunique', 'BsmtFinType1__Utilities__nunique', 'BsmtFinType1__LotConfig__nunique', 'BsmtFinType1__LandSlope__nunique', 'BsmtFinType1__Neighborhood__nunique', 'BsmtFinType1__Condition1__nunique', 'BsmtFinType1__Condition2__nunique', 'BsmtFinType1__BldgType__nunique', 'BsmtFinType1__HouseStyle__nunique', 'BsmtFinType1__OverallQual__mean', 'BsmtFinType1__OverallQual__min', 'BsmtFinType1__OverallQual__max', 'BsmtFinType1__OverallQual__std', 'BsmtFinType1__OverallCond__mean', 'BsmtFinType1__OverallCond__min', 'BsmtFinType1__OverallCond__max', 'BsmtFinType1__OverallCond__std', 'BsmtFinType1__YearBuilt__mean', 'BsmtFinType1__YearBuilt__min', 'BsmtFinType1__YearBuilt__max', 'BsmtFinType1__YearBuilt__std', 'BsmtFinType1__YearRemodAdd__mean', 'BsmtFinType1__YearRemodAdd__min', 'BsmtFinType1__YearRemodAdd__max', 'BsmtFinType1__YearRemodAdd__std', 'BsmtFinType1__RoofStyle__nunique', 'BsmtFinType1__RoofMatl__nunique', 'BsmtFinType1__Exterior1st__nunique', 'BsmtFinType1__Exterior2nd__nunique', 'BsmtFinType1__MasVnrType__nunique', 'BsmtFinType1__MasVnrArea__mean', 'BsmtFinType1__MasVnrArea__min', 'BsmtFinType1__MasVnrArea__max', 'BsmtFinType1__MasVnrArea__std', 'BsmtFinType1__ExterQual__nunique', 'BsmtFinType1__ExterCond__nunique', 'BsmtFinType1__Foundation__nunique', 'BsmtFinType1__BsmtQual__nunique', 'BsmtFinType1__BsmtCond__nunique', 'BsmtFinType1__BsmtExposure__nunique', 'BsmtFinType1__BsmtFinSF1__mean', 'BsmtFinType1__BsmtFinSF1__min', 'BsmtFinType1__BsmtFinSF1__max', 'BsmtFinType1__BsmtFinSF1__std', 'BsmtFinType1__BsmtFinType2__nunique', 'BsmtFinType1__BsmtFinSF2__mean', 'BsmtFinType1__BsmtFinSF2__min', 'BsmtFinType1__BsmtFinSF2__max', 'BsmtFinType1__BsmtFinSF2__std', 'BsmtFinType1__BsmtUnfSF__mean', 'BsmtFinType1__BsmtUnfSF__min', 'BsmtFinType1__BsmtUnfSF__max', 'BsmtFinType1__BsmtUnfSF__std', 'BsmtFinType1__TotalBsmtSF__mean', 'BsmtFinType1__TotalBsmtSF__min', 'BsmtFinType1__TotalBsmtSF__max', 'BsmtFinType1__TotalBsmtSF__std', 'BsmtFinType1__Heating__nunique', 'BsmtFinType1__HeatingQC__nunique', 'BsmtFinType1__CentralAir__nunique', 'BsmtFinType1__Electrical__nunique', 'BsmtFinType1__1stFlrSF__mean', 'BsmtFinType1__1stFlrSF__min', 'BsmtFinType1__1stFlrSF__max', 'BsmtFinType1__1stFlrSF__std', 'BsmtFinType1__2ndFlrSF__mean', 'BsmtFinType1__2ndFlrSF__min', 'BsmtFinType1__2ndFlrSF__max', 'BsmtFinType1__2ndFlrSF__std', 'BsmtFinType1__LowQualFinSF__mean', 'BsmtFinType1__LowQualFinSF__min', 'BsmtFinType1__LowQualFinSF__max', 'BsmtFinType1__LowQualFinSF__std', 'BsmtFinType1__GrLivArea__mean', 'BsmtFinType1__GrLivArea__min', 'BsmtFinType1__GrLivArea__max', 'BsmtFinType1__GrLivArea__std', 'BsmtFinType1__BsmtFullBath__mean', 'BsmtFinType1__BsmtFullBath__min', 'BsmtFinType1__BsmtFullBath__max', 'BsmtFinType1__BsmtFullBath__std', 'BsmtFinType1__BsmtHalfBath__mean', 'BsmtFinType1__BsmtHalfBath__min', 'BsmtFinType1__BsmtHalfBath__max', 'BsmtFinType1__BsmtHalfBath__std', 'BsmtFinType1__FullBath__mean', 'BsmtFinType1__FullBath__min', 'BsmtFinType1__FullBath__max', 'BsmtFinType1__FullBath__std', 'BsmtFinType1__HalfBath__mean', 'BsmtFinType1__HalfBath__min', 'BsmtFinType1__HalfBath__max', 'BsmtFinType1__HalfBath__std', 'BsmtFinType1__BedroomAbvGr__mean', 'BsmtFinType1__BedroomAbvGr__min', 'BsmtFinType1__BedroomAbvGr__max', 'BsmtFinType1__BedroomAbvGr__std', 'BsmtFinType1__KitchenAbvGr__mean', 'BsmtFinType1__KitchenAbvGr__min', 'BsmtFinType1__KitchenAbvGr__max', 'BsmtFinType1__KitchenAbvGr__std', 'BsmtFinType1__KitchenQual__nunique', 'BsmtFinType1__TotRmsAbvGrd__mean', 'BsmtFinType1__TotRmsAbvGrd__min', 'BsmtFinType1__TotRmsAbvGrd__max', 'BsmtFinType1__TotRmsAbvGrd__std', 'BsmtFinType1__Functional__nunique', 'BsmtFinType1__Fireplaces__mean', 'BsmtFinType1__Fireplaces__min', 'BsmtFinType1__Fireplaces__max', 'BsmtFinType1__Fireplaces__std', 'BsmtFinType1__FireplaceQu__nunique', 'BsmtFinType1__GarageType__nunique', 'BsmtFinType1__GarageYrBlt__mean', 'BsmtFinType1__GarageYrBlt__min', 'BsmtFinType1__GarageYrBlt__max', 'BsmtFinType1__GarageYrBlt__std', 'BsmtFinType1__GarageFinish__nunique', 'BsmtFinType1__GarageCars__mean', 'BsmtFinType1__GarageCars__min', 'BsmtFinType1__GarageCars__max', 'BsmtFinType1__GarageCars__std', 'BsmtFinType1__GarageArea__mean', 'BsmtFinType1__GarageArea__min', 'BsmtFinType1__GarageArea__max', 'BsmtFinType1__GarageArea__std', 'BsmtFinType1__GarageQual__nunique', 'BsmtFinType1__GarageCond__nunique', 'BsmtFinType1__PavedDrive__nunique', 'BsmtFinType1__WoodDeckSF__mean', 'BsmtFinType1__WoodDeckSF__min', 'BsmtFinType1__WoodDeckSF__max', 'BsmtFinType1__WoodDeckSF__std', 'BsmtFinType1__OpenPorchSF__mean', 'BsmtFinType1__OpenPorchSF__min', 'BsmtFinType1__OpenPorchSF__max', 'BsmtFinType1__OpenPorchSF__std', 'BsmtFinType1__EnclosedPorch__mean', 'BsmtFinType1__EnclosedPorch__min', 'BsmtFinType1__EnclosedPorch__max', 'BsmtFinType1__EnclosedPorch__std', 'BsmtFinType1__3SsnPorch__mean', 'BsmtFinType1__3SsnPorch__min', 'BsmtFinType1__3SsnPorch__max', 'BsmtFinType1__3SsnPorch__std', 'BsmtFinType1__ScreenPorch__mean', 'BsmtFinType1__ScreenPorch__min', 'BsmtFinType1__ScreenPorch__max', 'BsmtFinType1__ScreenPorch__std', 'BsmtFinType1__PoolArea__mean', 'BsmtFinType1__PoolArea__min', 'BsmtFinType1__PoolArea__max', 'BsmtFinType1__PoolArea__std', 'BsmtFinType1__PoolQC__nunique', 'BsmtFinType1__Fence__nunique', 'BsmtFinType1__MiscFeature__nunique', 'BsmtFinType1__MiscVal__mean', 'BsmtFinType1__MiscVal__min', 'BsmtFinType1__MiscVal__max', 'BsmtFinType1__MiscVal__std', 'BsmtFinType1__MoSold__mean', 'BsmtFinType1__MoSold__min', 'BsmtFinType1__MoSold__max', 'BsmtFinType1__MoSold__std', 'BsmtFinType1__YrSold__mean', 'BsmtFinType1__YrSold__min', 'BsmtFinType1__YrSold__max', 'BsmtFinType1__YrSold__std', 'BsmtFinType1__SaleType__nunique', 'BsmtFinType1__SaleCondition__nunique', 'BsmtFinType2__MSSubClass__mean', 'BsmtFinType2__MSSubClass__min', 'BsmtFinType2__MSSubClass__max', 'BsmtFinType2__MSSubClass__std', 'BsmtFinType2__MSZoning__nunique', 'BsmtFinType2__LotFrontage__mean', 'BsmtFinType2__LotFrontage__min', 'BsmtFinType2__LotFrontage__max', 'BsmtFinType2__LotFrontage__std', 'BsmtFinType2__LotArea__mean', 'BsmtFinType2__LotArea__min', 'BsmtFinType2__LotArea__max', 'BsmtFinType2__LotArea__std', 'BsmtFinType2__Street__nunique', 'BsmtFinType2__Alley__nunique', 'BsmtFinType2__LotShape__nunique', 'BsmtFinType2__LandContour__nunique', 'BsmtFinType2__Utilities__nunique', 'BsmtFinType2__LotConfig__nunique', 'BsmtFinType2__LandSlope__nunique', 'BsmtFinType2__Neighborhood__nunique', 'BsmtFinType2__Condition1__nunique', 'BsmtFinType2__Condition2__nunique', 'BsmtFinType2__BldgType__nunique', 'BsmtFinType2__HouseStyle__nunique', 'BsmtFinType2__OverallQual__mean', 'BsmtFinType2__OverallQual__min', 'BsmtFinType2__OverallQual__max', 'BsmtFinType2__OverallQual__std', 'BsmtFinType2__OverallCond__mean', 'BsmtFinType2__OverallCond__min', 'BsmtFinType2__OverallCond__max', 'BsmtFinType2__OverallCond__std', 'BsmtFinType2__YearBuilt__mean', 'BsmtFinType2__YearBuilt__min', 'BsmtFinType2__YearBuilt__max', 'BsmtFinType2__YearBuilt__std', 'BsmtFinType2__YearRemodAdd__mean', 'BsmtFinType2__YearRemodAdd__min', 'BsmtFinType2__YearRemodAdd__max', 'BsmtFinType2__YearRemodAdd__std', 'BsmtFinType2__RoofStyle__nunique', 'BsmtFinType2__RoofMatl__nunique', 'BsmtFinType2__Exterior1st__nunique', 'BsmtFinType2__Exterior2nd__nunique', 'BsmtFinType2__MasVnrType__nunique', 'BsmtFinType2__MasVnrArea__mean', 'BsmtFinType2__MasVnrArea__min', 'BsmtFinType2__MasVnrArea__max', 'BsmtFinType2__MasVnrArea__std', 'BsmtFinType2__ExterQual__nunique', 'BsmtFinType2__ExterCond__nunique', 'BsmtFinType2__Foundation__nunique', 'BsmtFinType2__BsmtQual__nunique', 'BsmtFinType2__BsmtCond__nunique', 'BsmtFinType2__BsmtExposure__nunique', 'BsmtFinType2__BsmtFinType1__nunique', 'BsmtFinType2__BsmtFinSF1__mean', 'BsmtFinType2__BsmtFinSF1__min', 'BsmtFinType2__BsmtFinSF1__max', 'BsmtFinType2__BsmtFinSF1__std', 'BsmtFinType2__BsmtFinSF2__mean', 'BsmtFinType2__BsmtFinSF2__min', 'BsmtFinType2__BsmtFinSF2__max', 'BsmtFinType2__BsmtFinSF2__std', 'BsmtFinType2__BsmtUnfSF__mean', 'BsmtFinType2__BsmtUnfSF__min', 'BsmtFinType2__BsmtUnfSF__max', 'BsmtFinType2__BsmtUnfSF__std', 'BsmtFinType2__TotalBsmtSF__mean', 'BsmtFinType2__TotalBsmtSF__min', 'BsmtFinType2__TotalBsmtSF__max', 'BsmtFinType2__TotalBsmtSF__std', 'BsmtFinType2__Heating__nunique', 'BsmtFinType2__HeatingQC__nunique', 'BsmtFinType2__CentralAir__nunique', 'BsmtFinType2__Electrical__nunique', 'BsmtFinType2__1stFlrSF__mean', 'BsmtFinType2__1stFlrSF__min', 'BsmtFinType2__1stFlrSF__max', 'BsmtFinType2__1stFlrSF__std', 'BsmtFinType2__2ndFlrSF__mean', 'BsmtFinType2__2ndFlrSF__min', 'BsmtFinType2__2ndFlrSF__max', 'BsmtFinType2__2ndFlrSF__std', 'BsmtFinType2__LowQualFinSF__mean', 'BsmtFinType2__LowQualFinSF__min', 'BsmtFinType2__LowQualFinSF__max', 'BsmtFinType2__LowQualFinSF__std', 'BsmtFinType2__GrLivArea__mean', 'BsmtFinType2__GrLivArea__min', 'BsmtFinType2__GrLivArea__max', 'BsmtFinType2__GrLivArea__std', 'BsmtFinType2__BsmtFullBath__mean', 'BsmtFinType2__BsmtFullBath__min', 'BsmtFinType2__BsmtFullBath__max', 'BsmtFinType2__BsmtFullBath__std', 'BsmtFinType2__BsmtHalfBath__mean', 'BsmtFinType2__BsmtHalfBath__min', 'BsmtFinType2__BsmtHalfBath__max', 'BsmtFinType2__BsmtHalfBath__std', 'BsmtFinType2__FullBath__mean', 'BsmtFinType2__FullBath__min', 'BsmtFinType2__FullBath__max', 'BsmtFinType2__FullBath__std', 'BsmtFinType2__HalfBath__mean', 'BsmtFinType2__HalfBath__min', 'BsmtFinType2__HalfBath__max', 'BsmtFinType2__HalfBath__std', 'BsmtFinType2__BedroomAbvGr__mean', 'BsmtFinType2__BedroomAbvGr__min', 'BsmtFinType2__BedroomAbvGr__max', 'BsmtFinType2__BedroomAbvGr__std', 'BsmtFinType2__KitchenAbvGr__mean', 'BsmtFinType2__KitchenAbvGr__min', 'BsmtFinType2__KitchenAbvGr__max', 'BsmtFinType2__KitchenAbvGr__std', 'BsmtFinType2__KitchenQual__nunique', 'BsmtFinType2__TotRmsAbvGrd__mean', 'BsmtFinType2__TotRmsAbvGrd__min', 'BsmtFinType2__TotRmsAbvGrd__max', 'BsmtFinType2__TotRmsAbvGrd__std', 'BsmtFinType2__Functional__nunique', 'BsmtFinType2__Fireplaces__mean', 'BsmtFinType2__Fireplaces__min', 'BsmtFinType2__Fireplaces__max', 'BsmtFinType2__Fireplaces__std', 'BsmtFinType2__FireplaceQu__nunique', 'BsmtFinType2__GarageType__nunique', 'BsmtFinType2__GarageYrBlt__mean', 'BsmtFinType2__GarageYrBlt__min', 'BsmtFinType2__GarageYrBlt__max', 'BsmtFinType2__GarageYrBlt__std', 'BsmtFinType2__GarageFinish__nunique', 'BsmtFinType2__GarageCars__mean', 'BsmtFinType2__GarageCars__min', 'BsmtFinType2__GarageCars__max', 'BsmtFinType2__GarageCars__std', 'BsmtFinType2__GarageArea__mean', 'BsmtFinType2__GarageArea__min', 'BsmtFinType2__GarageArea__max', 'BsmtFinType2__GarageArea__std', 'BsmtFinType2__GarageQual__nunique', 'BsmtFinType2__GarageCond__nunique', 'BsmtFinType2__PavedDrive__nunique', 'BsmtFinType2__WoodDeckSF__mean', 'BsmtFinType2__WoodDeckSF__min', 'BsmtFinType2__WoodDeckSF__max', 'BsmtFinType2__WoodDeckSF__std', 'BsmtFinType2__OpenPorchSF__mean', 'BsmtFinType2__OpenPorchSF__min', 'BsmtFinType2__OpenPorchSF__max', 'BsmtFinType2__OpenPorchSF__std', 'BsmtFinType2__EnclosedPorch__mean', 'BsmtFinType2__EnclosedPorch__min', 'BsmtFinType2__EnclosedPorch__max', 'BsmtFinType2__EnclosedPorch__std', 'BsmtFinType2__3SsnPorch__mean', 'BsmtFinType2__3SsnPorch__min', 'BsmtFinType2__3SsnPorch__max', 'BsmtFinType2__3SsnPorch__std', 'BsmtFinType2__ScreenPorch__mean', 'BsmtFinType2__ScreenPorch__min', 'BsmtFinType2__ScreenPorch__max', 'BsmtFinType2__ScreenPorch__std', 'BsmtFinType2__PoolArea__mean', 'BsmtFinType2__PoolArea__min', 'BsmtFinType2__PoolArea__max', 'BsmtFinType2__PoolArea__std', 'BsmtFinType2__PoolQC__nunique', 'BsmtFinType2__Fence__nunique', 'BsmtFinType2__MiscFeature__nunique', 'BsmtFinType2__MiscVal__mean', 'BsmtFinType2__MiscVal__min', 'BsmtFinType2__MiscVal__max', 'BsmtFinType2__MiscVal__std', 'BsmtFinType2__MoSold__mean', 'BsmtFinType2__MoSold__min', 'BsmtFinType2__MoSold__max', 'BsmtFinType2__MoSold__std', 'BsmtFinType2__YrSold__mean', 'BsmtFinType2__YrSold__min', 'BsmtFinType2__YrSold__max', 'BsmtFinType2__YrSold__std', 'BsmtFinType2__SaleType__nunique', 'BsmtFinType2__SaleCondition__nunique', 'Heating__MSSubClass__mean', 'Heating__MSSubClass__min', 'Heating__MSSubClass__max', 'Heating__MSSubClass__std', 'Heating__MSZoning__nunique', 'Heating__LotFrontage__mean', 'Heating__LotFrontage__min', 'Heating__LotFrontage__max', 'Heating__LotFrontage__std', 'Heating__LotArea__mean', 'Heating__LotArea__min', 'Heating__LotArea__max', 'Heating__LotArea__std', 'Heating__Street__nunique', 'Heating__Alley__nunique', 'Heating__LotShape__nunique', 'Heating__LandContour__nunique', 'Heating__Utilities__nunique', 'Heating__LotConfig__nunique', 'Heating__LandSlope__nunique', 'Heating__Neighborhood__nunique', 'Heating__Condition1__nunique', 'Heating__Condition2__nunique', 'Heating__BldgType__nunique', 'Heating__HouseStyle__nunique', 'Heating__OverallQual__mean', 'Heating__OverallQual__min', 'Heating__OverallQual__max', 'Heating__OverallQual__std', 'Heating__OverallCond__mean', 'Heating__OverallCond__min', 'Heating__OverallCond__max', 'Heating__OverallCond__std', 'Heating__YearBuilt__mean', 'Heating__YearBuilt__min', 'Heating__YearBuilt__max', 'Heating__YearBuilt__std', 'Heating__YearRemodAdd__mean', 'Heating__YearRemodAdd__min', 'Heating__YearRemodAdd__max', 'Heating__YearRemodAdd__std', 'Heating__RoofStyle__nunique', 'Heating__RoofMatl__nunique', 'Heating__Exterior1st__nunique', 'Heating__Exterior2nd__nunique', 'Heating__MasVnrType__nunique', 'Heating__MasVnrArea__mean', 'Heating__MasVnrArea__min', 'Heating__MasVnrArea__max', 'Heating__MasVnrArea__std', 'Heating__ExterQual__nunique', 'Heating__ExterCond__nunique', 'Heating__Foundation__nunique', 'Heating__BsmtQual__nunique', 'Heating__BsmtCond__nunique', 'Heating__BsmtExposure__nunique', 'Heating__BsmtFinType1__nunique', 'Heating__BsmtFinSF1__mean', 'Heating__BsmtFinSF1__min', 'Heating__BsmtFinSF1__max', 'Heating__BsmtFinSF1__std', 'Heating__BsmtFinType2__nunique', 'Heating__BsmtFinSF2__mean', 'Heating__BsmtFinSF2__min', 'Heating__BsmtFinSF2__max', 'Heating__BsmtFinSF2__std', 'Heating__BsmtUnfSF__mean', 'Heating__BsmtUnfSF__min', 'Heating__BsmtUnfSF__max', 'Heating__BsmtUnfSF__std', 'Heating__TotalBsmtSF__mean', 'Heating__TotalBsmtSF__min', 'Heating__TotalBsmtSF__max', 'Heating__TotalBsmtSF__std', 'Heating__HeatingQC__nunique', 'Heating__CentralAir__nunique', 'Heating__Electrical__nunique', 'Heating__1stFlrSF__mean', 'Heating__1stFlrSF__min', 'Heating__1stFlrSF__max', 'Heating__1stFlrSF__std', 'Heating__2ndFlrSF__mean', 'Heating__2ndFlrSF__min', 'Heating__2ndFlrSF__max', 'Heating__2ndFlrSF__std', 'Heating__LowQualFinSF__mean', 'Heating__LowQualFinSF__min', 'Heating__LowQualFinSF__max', 'Heating__LowQualFinSF__std', 'Heating__GrLivArea__mean', 'Heating__GrLivArea__min', 'Heating__GrLivArea__max', 'Heating__GrLivArea__std', 'Heating__BsmtFullBath__mean', 'Heating__BsmtFullBath__min', 'Heating__BsmtFullBath__max', 'Heating__BsmtFullBath__std', 'Heating__BsmtHalfBath__mean', 'Heating__BsmtHalfBath__min', 'Heating__BsmtHalfBath__max', 'Heating__BsmtHalfBath__std', 'Heating__FullBath__mean', 'Heating__FullBath__min', 'Heating__FullBath__max', 'Heating__FullBath__std', 'Heating__HalfBath__mean', 'Heating__HalfBath__min', 'Heating__HalfBath__max', 'Heating__HalfBath__std', 'Heating__BedroomAbvGr__mean', 'Heating__BedroomAbvGr__min', 'Heating__BedroomAbvGr__max', 'Heating__BedroomAbvGr__std', 'Heating__KitchenAbvGr__mean', 'Heating__KitchenAbvGr__min', 'Heating__KitchenAbvGr__max', 'Heating__KitchenAbvGr__std', 'Heating__KitchenQual__nunique', 'Heating__TotRmsAbvGrd__mean', 'Heating__TotRmsAbvGrd__min', 'Heating__TotRmsAbvGrd__max', 'Heating__TotRmsAbvGrd__std', 'Heating__Functional__nunique', 'Heating__Fireplaces__mean', 'Heating__Fireplaces__min', 'Heating__Fireplaces__max', 'Heating__Fireplaces__std', 'Heating__FireplaceQu__nunique', 'Heating__GarageType__nunique', 'Heating__GarageYrBlt__mean', 'Heating__GarageYrBlt__min', 'Heating__GarageYrBlt__max', 'Heating__GarageYrBlt__std', 'Heating__GarageFinish__nunique', 'Heating__GarageCars__mean', 'Heating__GarageCars__min', 'Heating__GarageCars__max', 'Heating__GarageCars__std', 'Heating__GarageArea__mean', 'Heating__GarageArea__min', 'Heating__GarageArea__max', 'Heating__GarageArea__std', 'Heating__GarageQual__nunique', 'Heating__GarageCond__nunique', 'Heating__PavedDrive__nunique', 'Heating__WoodDeckSF__mean', 'Heating__WoodDeckSF__min', 'Heating__WoodDeckSF__max', 'Heating__WoodDeckSF__std', 'Heating__OpenPorchSF__mean', 'Heating__OpenPorchSF__min', 'Heating__OpenPorchSF__max', 'Heating__OpenPorchSF__std', 'Heating__EnclosedPorch__mean', 'Heating__EnclosedPorch__min', 'Heating__EnclosedPorch__max', 'Heating__EnclosedPorch__std', 'Heating__3SsnPorch__mean', 'Heating__3SsnPorch__min', 'Heating__3SsnPorch__max', 'Heating__3SsnPorch__std', 'Heating__ScreenPorch__mean', 'Heating__ScreenPorch__min', 'Heating__ScreenPorch__max', 'Heating__ScreenPorch__std', 'Heating__PoolArea__mean', 'Heating__PoolArea__min', 'Heating__PoolArea__max', 'Heating__PoolArea__std', 'Heating__PoolQC__nunique', 'Heating__Fence__nunique', 'Heating__MiscFeature__nunique', 'Heating__MiscVal__mean', 'Heating__MiscVal__min', 'Heating__MiscVal__max', 'Heating__MiscVal__std', 'Heating__MoSold__mean', 'Heating__MoSold__min', 'Heating__MoSold__max', 'Heating__MoSold__std', 'Heating__YrSold__mean', 'Heating__YrSold__min', 'Heating__YrSold__max', 'Heating__YrSold__std', 'Heating__SaleType__nunique', 'Heating__SaleCondition__nunique', 'HeatingQC__MSSubClass__mean', 'HeatingQC__MSSubClass__min', 'HeatingQC__MSSubClass__max', 'HeatingQC__MSSubClass__std', 'HeatingQC__MSZoning__nunique', 'HeatingQC__LotFrontage__mean', 'HeatingQC__LotFrontage__min', 'HeatingQC__LotFrontage__max', 'HeatingQC__LotFrontage__std', 'HeatingQC__LotArea__mean', 'HeatingQC__LotArea__min', 'HeatingQC__LotArea__max', 'HeatingQC__LotArea__std', 'HeatingQC__Street__nunique', 'HeatingQC__Alley__nunique', 'HeatingQC__LotShape__nunique', 'HeatingQC__LandContour__nunique', 'HeatingQC__Utilities__nunique', 'HeatingQC__LotConfig__nunique', 'HeatingQC__LandSlope__nunique', 'HeatingQC__Neighborhood__nunique', 'HeatingQC__Condition1__nunique', 'HeatingQC__Condition2__nunique', 'HeatingQC__BldgType__nunique', 'HeatingQC__HouseStyle__nunique', 'HeatingQC__OverallQual__mean', 'HeatingQC__OverallQual__min', 'HeatingQC__OverallQual__max', 'HeatingQC__OverallQual__std', 'HeatingQC__OverallCond__mean', 'HeatingQC__OverallCond__min', 'HeatingQC__OverallCond__max', 'HeatingQC__OverallCond__std', 'HeatingQC__YearBuilt__mean', 'HeatingQC__YearBuilt__min', 'HeatingQC__YearBuilt__max', 'HeatingQC__YearBuilt__std', 'HeatingQC__YearRemodAdd__mean', 'HeatingQC__YearRemodAdd__min', 'HeatingQC__YearRemodAdd__max', 'HeatingQC__YearRemodAdd__std', 'HeatingQC__RoofStyle__nunique', 'HeatingQC__RoofMatl__nunique', 'HeatingQC__Exterior1st__nunique', 'HeatingQC__Exterior2nd__nunique', 'HeatingQC__MasVnrType__nunique', 'HeatingQC__MasVnrArea__mean', 'HeatingQC__MasVnrArea__min', 'HeatingQC__MasVnrArea__max', 'HeatingQC__MasVnrArea__std', 'HeatingQC__ExterQual__nunique', 'HeatingQC__ExterCond__nunique', 'HeatingQC__Foundation__nunique', 'HeatingQC__BsmtQual__nunique', 'HeatingQC__BsmtCond__nunique', 'HeatingQC__BsmtExposure__nunique', 'HeatingQC__BsmtFinType1__nunique', 'HeatingQC__BsmtFinSF1__mean', 'HeatingQC__BsmtFinSF1__min', 'HeatingQC__BsmtFinSF1__max', 'HeatingQC__BsmtFinSF1__std', 'HeatingQC__BsmtFinType2__nunique', 'HeatingQC__BsmtFinSF2__mean', 'HeatingQC__BsmtFinSF2__min', 'HeatingQC__BsmtFinSF2__max', 'HeatingQC__BsmtFinSF2__std', 'HeatingQC__BsmtUnfSF__mean', 'HeatingQC__BsmtUnfSF__min', 'HeatingQC__BsmtUnfSF__max', 'HeatingQC__BsmtUnfSF__std', 'HeatingQC__TotalBsmtSF__mean', 'HeatingQC__TotalBsmtSF__min', 'HeatingQC__TotalBsmtSF__max', 'HeatingQC__TotalBsmtSF__std', 'HeatingQC__Heating__nunique', 'HeatingQC__CentralAir__nunique', 'HeatingQC__Electrical__nunique', 'HeatingQC__1stFlrSF__mean', 'HeatingQC__1stFlrSF__min', 'HeatingQC__1stFlrSF__max', 'HeatingQC__1stFlrSF__std', 'HeatingQC__2ndFlrSF__mean', 'HeatingQC__2ndFlrSF__min', 'HeatingQC__2ndFlrSF__max', 'HeatingQC__2ndFlrSF__std', 'HeatingQC__LowQualFinSF__mean', 'HeatingQC__LowQualFinSF__min', 'HeatingQC__LowQualFinSF__max', 'HeatingQC__LowQualFinSF__std', 'HeatingQC__GrLivArea__mean', 'HeatingQC__GrLivArea__min', 'HeatingQC__GrLivArea__max', 'HeatingQC__GrLivArea__std', 'HeatingQC__BsmtFullBath__mean', 'HeatingQC__BsmtFullBath__min', 'HeatingQC__BsmtFullBath__max', 'HeatingQC__BsmtFullBath__std', 'HeatingQC__BsmtHalfBath__mean', 'HeatingQC__BsmtHalfBath__min', 'HeatingQC__BsmtHalfBath__max', 'HeatingQC__BsmtHalfBath__std', 'HeatingQC__FullBath__mean', 'HeatingQC__FullBath__min', 'HeatingQC__FullBath__max', 'HeatingQC__FullBath__std', 'HeatingQC__HalfBath__mean', 'HeatingQC__HalfBath__min', 'HeatingQC__HalfBath__max', 'HeatingQC__HalfBath__std', 'HeatingQC__BedroomAbvGr__mean', 'HeatingQC__BedroomAbvGr__min', 'HeatingQC__BedroomAbvGr__max', 'HeatingQC__BedroomAbvGr__std', 'HeatingQC__KitchenAbvGr__mean', 'HeatingQC__KitchenAbvGr__min', 'HeatingQC__KitchenAbvGr__max', 'HeatingQC__KitchenAbvGr__std', 'HeatingQC__KitchenQual__nunique', 'HeatingQC__TotRmsAbvGrd__mean', 'HeatingQC__TotRmsAbvGrd__min', 'HeatingQC__TotRmsAbvGrd__max', 'HeatingQC__TotRmsAbvGrd__std', 'HeatingQC__Functional__nunique', 'HeatingQC__Fireplaces__mean', 'HeatingQC__Fireplaces__min', 'HeatingQC__Fireplaces__max', 'HeatingQC__Fireplaces__std', 'HeatingQC__FireplaceQu__nunique', 'HeatingQC__GarageType__nunique', 'HeatingQC__GarageYrBlt__mean', 'HeatingQC__GarageYrBlt__min', 'HeatingQC__GarageYrBlt__max', 'HeatingQC__GarageYrBlt__std', 'HeatingQC__GarageFinish__nunique', 'HeatingQC__GarageCars__mean', 'HeatingQC__GarageCars__min', 'HeatingQC__GarageCars__max', 'HeatingQC__GarageCars__std', 'HeatingQC__GarageArea__mean', 'HeatingQC__GarageArea__min', 'HeatingQC__GarageArea__max', 'HeatingQC__GarageArea__std', 'HeatingQC__GarageQual__nunique', 'HeatingQC__GarageCond__nunique', 'HeatingQC__PavedDrive__nunique', 'HeatingQC__WoodDeckSF__mean', 'HeatingQC__WoodDeckSF__min', 'HeatingQC__WoodDeckSF__max', 'HeatingQC__WoodDeckSF__std', 'HeatingQC__OpenPorchSF__mean', 'HeatingQC__OpenPorchSF__min', 'HeatingQC__OpenPorchSF__max', 'HeatingQC__OpenPorchSF__std', 'HeatingQC__EnclosedPorch__mean', 'HeatingQC__EnclosedPorch__min', 'HeatingQC__EnclosedPorch__max', 'HeatingQC__EnclosedPorch__std', 'HeatingQC__3SsnPorch__mean', 'HeatingQC__3SsnPorch__min', 'HeatingQC__3SsnPorch__max', 'HeatingQC__3SsnPorch__std', 'HeatingQC__ScreenPorch__mean', 'HeatingQC__ScreenPorch__min', 'HeatingQC__ScreenPorch__max', 'HeatingQC__ScreenPorch__std', 'HeatingQC__PoolArea__mean', 'HeatingQC__PoolArea__min', 'HeatingQC__PoolArea__max', 'HeatingQC__PoolArea__std', 'HeatingQC__PoolQC__nunique', 'HeatingQC__Fence__nunique', 'HeatingQC__MiscFeature__nunique', 'HeatingQC__MiscVal__mean', 'HeatingQC__MiscVal__min', 'HeatingQC__MiscVal__max', 'HeatingQC__MiscVal__std', 'HeatingQC__MoSold__mean', 'HeatingQC__MoSold__min', 'HeatingQC__MoSold__max', 'HeatingQC__MoSold__std', 'HeatingQC__YrSold__mean', 'HeatingQC__YrSold__min', 'HeatingQC__YrSold__max', 'HeatingQC__YrSold__std', 'HeatingQC__SaleType__nunique', 'HeatingQC__SaleCondition__nunique', 'CentralAir__MSSubClass__mean', 'CentralAir__MSSubClass__min', 'CentralAir__MSSubClass__max', 'CentralAir__MSSubClass__std', 'CentralAir__MSZoning__nunique', 'CentralAir__LotFrontage__mean', 'CentralAir__LotFrontage__min', 'CentralAir__LotFrontage__max', 'CentralAir__LotFrontage__std', 'CentralAir__LotArea__mean', 'CentralAir__LotArea__min', 'CentralAir__LotArea__max', 'CentralAir__LotArea__std', 'CentralAir__Street__nunique', 'CentralAir__Alley__nunique', 'CentralAir__LotShape__nunique', 'CentralAir__LandContour__nunique', 'CentralAir__Utilities__nunique', 'CentralAir__LotConfig__nunique', 'CentralAir__LandSlope__nunique', 'CentralAir__Neighborhood__nunique', 'CentralAir__Condition1__nunique', 'CentralAir__Condition2__nunique', 'CentralAir__BldgType__nunique', 'CentralAir__HouseStyle__nunique', 'CentralAir__OverallQual__mean', 'CentralAir__OverallQual__min', 'CentralAir__OverallQual__max', 'CentralAir__OverallQual__std', 'CentralAir__OverallCond__mean', 'CentralAir__OverallCond__min', 'CentralAir__OverallCond__max', 'CentralAir__OverallCond__std', 'CentralAir__YearBuilt__mean', 'CentralAir__YearBuilt__min', 'CentralAir__YearBuilt__max', 'CentralAir__YearBuilt__std', 'CentralAir__YearRemodAdd__mean', 'CentralAir__YearRemodAdd__min', 'CentralAir__YearRemodAdd__max', 'CentralAir__YearRemodAdd__std', 'CentralAir__RoofStyle__nunique', 'CentralAir__RoofMatl__nunique', 'CentralAir__Exterior1st__nunique', 'CentralAir__Exterior2nd__nunique', 'CentralAir__MasVnrType__nunique', 'CentralAir__MasVnrArea__mean', 'CentralAir__MasVnrArea__min', 'CentralAir__MasVnrArea__max', 'CentralAir__MasVnrArea__std', 'CentralAir__ExterQual__nunique', 'CentralAir__ExterCond__nunique', 'CentralAir__Foundation__nunique', 'CentralAir__BsmtQual__nunique', 'CentralAir__BsmtCond__nunique', 'CentralAir__BsmtExposure__nunique', 'CentralAir__BsmtFinType1__nunique', 'CentralAir__BsmtFinSF1__mean', 'CentralAir__BsmtFinSF1__min', 'CentralAir__BsmtFinSF1__max', 'CentralAir__BsmtFinSF1__std', 'CentralAir__BsmtFinType2__nunique', 'CentralAir__BsmtFinSF2__mean', 'CentralAir__BsmtFinSF2__min', 'CentralAir__BsmtFinSF2__max', 'CentralAir__BsmtFinSF2__std', 'CentralAir__BsmtUnfSF__mean', 'CentralAir__BsmtUnfSF__min', 'CentralAir__BsmtUnfSF__max', 'CentralAir__BsmtUnfSF__std', 'CentralAir__TotalBsmtSF__mean', 'CentralAir__TotalBsmtSF__min', 'CentralAir__TotalBsmtSF__max', 'CentralAir__TotalBsmtSF__std', 'CentralAir__Heating__nunique', 'CentralAir__HeatingQC__nunique', 'CentralAir__Electrical__nunique', 'CentralAir__1stFlrSF__mean', 'CentralAir__1stFlrSF__min', 'CentralAir__1stFlrSF__max', 'CentralAir__1stFlrSF__std', 'CentralAir__2ndFlrSF__mean', 'CentralAir__2ndFlrSF__min', 'CentralAir__2ndFlrSF__max', 'CentralAir__2ndFlrSF__std', 'CentralAir__LowQualFinSF__mean', 'CentralAir__LowQualFinSF__min', 'CentralAir__LowQualFinSF__max', 'CentralAir__LowQualFinSF__std', 'CentralAir__GrLivArea__mean', 'CentralAir__GrLivArea__min', 'CentralAir__GrLivArea__max', 'CentralAir__GrLivArea__std', 'CentralAir__BsmtFullBath__mean', 'CentralAir__BsmtFullBath__min', 'CentralAir__BsmtFullBath__max', 'CentralAir__BsmtFullBath__std', 'CentralAir__BsmtHalfBath__mean', 'CentralAir__BsmtHalfBath__min', 'CentralAir__BsmtHalfBath__max', 'CentralAir__BsmtHalfBath__std', 'CentralAir__FullBath__mean', 'CentralAir__FullBath__min', 'CentralAir__FullBath__max', 'CentralAir__FullBath__std', 'CentralAir__HalfBath__mean', 'CentralAir__HalfBath__min', 'CentralAir__HalfBath__max', 'CentralAir__HalfBath__std', 'CentralAir__BedroomAbvGr__mean', 'CentralAir__BedroomAbvGr__min', 'CentralAir__BedroomAbvGr__max', 'CentralAir__BedroomAbvGr__std', 'CentralAir__KitchenAbvGr__mean', 'CentralAir__KitchenAbvGr__min', 'CentralAir__KitchenAbvGr__max', 'CentralAir__KitchenAbvGr__std', 'CentralAir__KitchenQual__nunique', 'CentralAir__TotRmsAbvGrd__mean', 'CentralAir__TotRmsAbvGrd__min', 'CentralAir__TotRmsAbvGrd__max', 'CentralAir__TotRmsAbvGrd__std', 'CentralAir__Functional__nunique', 'CentralAir__Fireplaces__mean', 'CentralAir__Fireplaces__min', 'CentralAir__Fireplaces__max', 'CentralAir__Fireplaces__std', 'CentralAir__FireplaceQu__nunique', 'CentralAir__GarageType__nunique', 'CentralAir__GarageYrBlt__mean', 'CentralAir__GarageYrBlt__min', 'CentralAir__GarageYrBlt__max', 'CentralAir__GarageYrBlt__std', 'CentralAir__GarageFinish__nunique', 'CentralAir__GarageCars__mean', 'CentralAir__GarageCars__min', 'CentralAir__GarageCars__max', 'CentralAir__GarageCars__std', 'CentralAir__GarageArea__mean', 'CentralAir__GarageArea__min', 'CentralAir__GarageArea__max', 'CentralAir__GarageArea__std', 'CentralAir__GarageQual__nunique', 'CentralAir__GarageCond__nunique', 'CentralAir__PavedDrive__nunique', 'CentralAir__WoodDeckSF__mean', 'CentralAir__WoodDeckSF__min', 'CentralAir__WoodDeckSF__max', 'CentralAir__WoodDeckSF__std', 'CentralAir__OpenPorchSF__mean', 'CentralAir__OpenPorchSF__min', 'CentralAir__OpenPorchSF__max', 'CentralAir__OpenPorchSF__std', 'CentralAir__EnclosedPorch__mean', 'CentralAir__EnclosedPorch__min', 'CentralAir__EnclosedPorch__max', 'CentralAir__EnclosedPorch__std', 'CentralAir__3SsnPorch__mean', 'CentralAir__3SsnPorch__min', 'CentralAir__3SsnPorch__max', 'CentralAir__3SsnPorch__std', 'CentralAir__ScreenPorch__mean', 'CentralAir__ScreenPorch__min', 'CentralAir__ScreenPorch__max', 'CentralAir__ScreenPorch__std', 'CentralAir__PoolArea__mean', 'CentralAir__PoolArea__min', 'CentralAir__PoolArea__max', 'CentralAir__PoolArea__std', 'CentralAir__PoolQC__nunique', 'CentralAir__Fence__nunique', 'CentralAir__MiscFeature__nunique', 'CentralAir__MiscVal__mean', 'CentralAir__MiscVal__min', 'CentralAir__MiscVal__max', 'CentralAir__MiscVal__std', 'CentralAir__MoSold__mean', 'CentralAir__MoSold__min', 'CentralAir__MoSold__max', 'CentralAir__MoSold__std', 'CentralAir__YrSold__mean', 'CentralAir__YrSold__min', 'CentralAir__YrSold__max', 'CentralAir__YrSold__std', 'CentralAir__SaleType__nunique', 'CentralAir__SaleCondition__nunique', 'Electrical__MSSubClass__mean', 'Electrical__MSSubClass__min', 'Electrical__MSSubClass__max', 'Electrical__MSSubClass__std', 'Electrical__MSZoning__nunique', 'Electrical__LotFrontage__mean', 'Electrical__LotFrontage__min', 'Electrical__LotFrontage__max', 'Electrical__LotFrontage__std', 'Electrical__LotArea__mean', 'Electrical__LotArea__min', 'Electrical__LotArea__max', 'Electrical__LotArea__std', 'Electrical__Street__nunique', 'Electrical__Alley__nunique', 'Electrical__LotShape__nunique', 'Electrical__LandContour__nunique', 'Electrical__Utilities__nunique', 'Electrical__LotConfig__nunique', 'Electrical__LandSlope__nunique', 'Electrical__Neighborhood__nunique', 'Electrical__Condition1__nunique', 'Electrical__Condition2__nunique', 'Electrical__BldgType__nunique', 'Electrical__HouseStyle__nunique', 'Electrical__OverallQual__mean', 'Electrical__OverallQual__min', 'Electrical__OverallQual__max', 'Electrical__OverallQual__std', 'Electrical__OverallCond__mean', 'Electrical__OverallCond__min', 'Electrical__OverallCond__max', 'Electrical__OverallCond__std', 'Electrical__YearBuilt__mean', 'Electrical__YearBuilt__min', 'Electrical__YearBuilt__max', 'Electrical__YearBuilt__std', 'Electrical__YearRemodAdd__mean', 'Electrical__YearRemodAdd__min', 'Electrical__YearRemodAdd__max', 'Electrical__YearRemodAdd__std', 'Electrical__RoofStyle__nunique', 'Electrical__RoofMatl__nunique', 'Electrical__Exterior1st__nunique', 'Electrical__Exterior2nd__nunique', 'Electrical__MasVnrType__nunique', 'Electrical__MasVnrArea__mean', 'Electrical__MasVnrArea__min', 'Electrical__MasVnrArea__max', 'Electrical__MasVnrArea__std', 'Electrical__ExterQual__nunique', 'Electrical__ExterCond__nunique', 'Electrical__Foundation__nunique', 'Electrical__BsmtQual__nunique', 'Electrical__BsmtCond__nunique', 'Electrical__BsmtExposure__nunique', 'Electrical__BsmtFinType1__nunique', 'Electrical__BsmtFinSF1__mean', 'Electrical__BsmtFinSF1__min', 'Electrical__BsmtFinSF1__max', 'Electrical__BsmtFinSF1__std', 'Electrical__BsmtFinType2__nunique', 'Electrical__BsmtFinSF2__mean', 'Electrical__BsmtFinSF2__min', 'Electrical__BsmtFinSF2__max', 'Electrical__BsmtFinSF2__std', 'Electrical__BsmtUnfSF__mean', 'Electrical__BsmtUnfSF__min', 'Electrical__BsmtUnfSF__max', 'Electrical__BsmtUnfSF__std', 'Electrical__TotalBsmtSF__mean', 'Electrical__TotalBsmtSF__min', 'Electrical__TotalBsmtSF__max', 'Electrical__TotalBsmtSF__std', 'Electrical__Heating__nunique', 'Electrical__HeatingQC__nunique', 'Electrical__CentralAir__nunique', 'Electrical__1stFlrSF__mean', 'Electrical__1stFlrSF__min', 'Electrical__1stFlrSF__max', 'Electrical__1stFlrSF__std', 'Electrical__2ndFlrSF__mean', 'Electrical__2ndFlrSF__min', 'Electrical__2ndFlrSF__max', 'Electrical__2ndFlrSF__std', 'Electrical__LowQualFinSF__mean', 'Electrical__LowQualFinSF__min', 'Electrical__LowQualFinSF__max', 'Electrical__LowQualFinSF__std', 'Electrical__GrLivArea__mean', 'Electrical__GrLivArea__min', 'Electrical__GrLivArea__max', 'Electrical__GrLivArea__std', 'Electrical__BsmtFullBath__mean', 'Electrical__BsmtFullBath__min', 'Electrical__BsmtFullBath__max', 'Electrical__BsmtFullBath__std', 'Electrical__BsmtHalfBath__mean', 'Electrical__BsmtHalfBath__min', 'Electrical__BsmtHalfBath__max', 'Electrical__BsmtHalfBath__std', 'Electrical__FullBath__mean', 'Electrical__FullBath__min', 'Electrical__FullBath__max', 'Electrical__FullBath__std', 'Electrical__HalfBath__mean', 'Electrical__HalfBath__min', 'Electrical__HalfBath__max', 'Electrical__HalfBath__std', 'Electrical__BedroomAbvGr__mean', 'Electrical__BedroomAbvGr__min', 'Electrical__BedroomAbvGr__max', 'Electrical__BedroomAbvGr__std', 'Electrical__KitchenAbvGr__mean', 'Electrical__KitchenAbvGr__min', 'Electrical__KitchenAbvGr__max', 'Electrical__KitchenAbvGr__std', 'Electrical__KitchenQual__nunique', 'Electrical__TotRmsAbvGrd__mean', 'Electrical__TotRmsAbvGrd__min', 'Electrical__TotRmsAbvGrd__max', 'Electrical__TotRmsAbvGrd__std', 'Electrical__Functional__nunique', 'Electrical__Fireplaces__mean', 'Electrical__Fireplaces__min', 'Electrical__Fireplaces__max', 'Electrical__Fireplaces__std', 'Electrical__FireplaceQu__nunique', 'Electrical__GarageType__nunique', 'Electrical__GarageYrBlt__mean', 'Electrical__GarageYrBlt__min', 'Electrical__GarageYrBlt__max', 'Electrical__GarageYrBlt__std', 'Electrical__GarageFinish__nunique', 'Electrical__GarageCars__mean', 'Electrical__GarageCars__min', 'Electrical__GarageCars__max', 'Electrical__GarageCars__std', 'Electrical__GarageArea__mean', 'Electrical__GarageArea__min', 'Electrical__GarageArea__max', 'Electrical__GarageArea__std', 'Electrical__GarageQual__nunique', 'Electrical__GarageCond__nunique', 'Electrical__PavedDrive__nunique', 'Electrical__WoodDeckSF__mean', 'Electrical__WoodDeckSF__min', 'Electrical__WoodDeckSF__max', 'Electrical__WoodDeckSF__std', 'Electrical__OpenPorchSF__mean', 'Electrical__OpenPorchSF__min', 'Electrical__OpenPorchSF__max', 'Electrical__OpenPorchSF__std', 'Electrical__EnclosedPorch__mean', 'Electrical__EnclosedPorch__min', 'Electrical__EnclosedPorch__max', 'Electrical__EnclosedPorch__std', 'Electrical__3SsnPorch__mean', 'Electrical__3SsnPorch__min', 'Electrical__3SsnPorch__max', 'Electrical__3SsnPorch__std', 'Electrical__ScreenPorch__mean', 'Electrical__ScreenPorch__min', 'Electrical__ScreenPorch__max', 'Electrical__ScreenPorch__std', 'Electrical__PoolArea__mean', 'Electrical__PoolArea__min', 'Electrical__PoolArea__max', 'Electrical__PoolArea__std', 'Electrical__PoolQC__nunique', 'Electrical__Fence__nunique', 'Electrical__MiscFeature__nunique', 'Electrical__MiscVal__mean', 'Electrical__MiscVal__min', 'Electrical__MiscVal__max', 'Electrical__MiscVal__std', 'Electrical__MoSold__mean', 'Electrical__MoSold__min', 'Electrical__MoSold__max', 'Electrical__MoSold__std', 'Electrical__YrSold__mean', 'Electrical__YrSold__min', 'Electrical__YrSold__max', 'Electrical__YrSold__std', 'Electrical__SaleType__nunique', 'Electrical__SaleCondition__nunique', 'KitchenQual__MSSubClass__mean', 'KitchenQual__MSSubClass__min', 'KitchenQual__MSSubClass__max', 'KitchenQual__MSSubClass__std', 'KitchenQual__MSZoning__nunique', 'KitchenQual__LotFrontage__mean', 'KitchenQual__LotFrontage__min', 'KitchenQual__LotFrontage__max', 'KitchenQual__LotFrontage__std', 'KitchenQual__LotArea__mean', 'KitchenQual__LotArea__min', 'KitchenQual__LotArea__max', 'KitchenQual__LotArea__std', 'KitchenQual__Street__nunique', 'KitchenQual__Alley__nunique', 'KitchenQual__LotShape__nunique', 'KitchenQual__LandContour__nunique', 'KitchenQual__Utilities__nunique', 'KitchenQual__LotConfig__nunique', 'KitchenQual__LandSlope__nunique', 'KitchenQual__Neighborhood__nunique', 'KitchenQual__Condition1__nunique', 'KitchenQual__Condition2__nunique', 'KitchenQual__BldgType__nunique', 'KitchenQual__HouseStyle__nunique', 'KitchenQual__OverallQual__mean', 'KitchenQual__OverallQual__min', 'KitchenQual__OverallQual__max', 'KitchenQual__OverallQual__std', 'KitchenQual__OverallCond__mean', 'KitchenQual__OverallCond__min', 'KitchenQual__OverallCond__max', 'KitchenQual__OverallCond__std', 'KitchenQual__YearBuilt__mean', 'KitchenQual__YearBuilt__min', 'KitchenQual__YearBuilt__max', 'KitchenQual__YearBuilt__std', 'KitchenQual__YearRemodAdd__mean', 'KitchenQual__YearRemodAdd__min', 'KitchenQual__YearRemodAdd__max', 'KitchenQual__YearRemodAdd__std', 'KitchenQual__RoofStyle__nunique', 'KitchenQual__RoofMatl__nunique', 'KitchenQual__Exterior1st__nunique', 'KitchenQual__Exterior2nd__nunique', 'KitchenQual__MasVnrType__nunique', 'KitchenQual__MasVnrArea__mean', 'KitchenQual__MasVnrArea__min', 'KitchenQual__MasVnrArea__max', 'KitchenQual__MasVnrArea__std', 'KitchenQual__ExterQual__nunique', 'KitchenQual__ExterCond__nunique', 'KitchenQual__Foundation__nunique', 'KitchenQual__BsmtQual__nunique', 'KitchenQual__BsmtCond__nunique', 'KitchenQual__BsmtExposure__nunique', 'KitchenQual__BsmtFinType1__nunique', 'KitchenQual__BsmtFinSF1__mean', 'KitchenQual__BsmtFinSF1__min', 'KitchenQual__BsmtFinSF1__max', 'KitchenQual__BsmtFinSF1__std', 'KitchenQual__BsmtFinType2__nunique', 'KitchenQual__BsmtFinSF2__mean', 'KitchenQual__BsmtFinSF2__min', 'KitchenQual__BsmtFinSF2__max', 'KitchenQual__BsmtFinSF2__std', 'KitchenQual__BsmtUnfSF__mean', 'KitchenQual__BsmtUnfSF__min', 'KitchenQual__BsmtUnfSF__max', 'KitchenQual__BsmtUnfSF__std', 'KitchenQual__TotalBsmtSF__mean', 'KitchenQual__TotalBsmtSF__min', 'KitchenQual__TotalBsmtSF__max', 'KitchenQual__TotalBsmtSF__std', 'KitchenQual__Heating__nunique', 'KitchenQual__HeatingQC__nunique', 'KitchenQual__CentralAir__nunique', 'KitchenQual__Electrical__nunique', 'KitchenQual__1stFlrSF__mean', 'KitchenQual__1stFlrSF__min', 'KitchenQual__1stFlrSF__max', 'KitchenQual__1stFlrSF__std', 'KitchenQual__2ndFlrSF__mean', 'KitchenQual__2ndFlrSF__min', 'KitchenQual__2ndFlrSF__max', 'KitchenQual__2ndFlrSF__std', 'KitchenQual__LowQualFinSF__mean', 'KitchenQual__LowQualFinSF__min', 'KitchenQual__LowQualFinSF__max', 'KitchenQual__LowQualFinSF__std', 'KitchenQual__GrLivArea__mean', 'KitchenQual__GrLivArea__min', 'KitchenQual__GrLivArea__max', 'KitchenQual__GrLivArea__std', 'KitchenQual__BsmtFullBath__mean', 'KitchenQual__BsmtFullBath__min', 'KitchenQual__BsmtFullBath__max', 'KitchenQual__BsmtFullBath__std', 'KitchenQual__BsmtHalfBath__mean', 'KitchenQual__BsmtHalfBath__min', 'KitchenQual__BsmtHalfBath__max', 'KitchenQual__BsmtHalfBath__std', 'KitchenQual__FullBath__mean', 'KitchenQual__FullBath__min', 'KitchenQual__FullBath__max', 'KitchenQual__FullBath__std', 'KitchenQual__HalfBath__mean', 'KitchenQual__HalfBath__min', 'KitchenQual__HalfBath__max', 'KitchenQual__HalfBath__std', 'KitchenQual__BedroomAbvGr__mean', 'KitchenQual__BedroomAbvGr__min', 'KitchenQual__BedroomAbvGr__max', 'KitchenQual__BedroomAbvGr__std', 'KitchenQual__KitchenAbvGr__mean', 'KitchenQual__KitchenAbvGr__min', 'KitchenQual__KitchenAbvGr__max', 'KitchenQual__KitchenAbvGr__std', 'KitchenQual__TotRmsAbvGrd__mean', 'KitchenQual__TotRmsAbvGrd__min', 'KitchenQual__TotRmsAbvGrd__max', 'KitchenQual__TotRmsAbvGrd__std', 'KitchenQual__Functional__nunique', 'KitchenQual__Fireplaces__mean', 'KitchenQual__Fireplaces__min', 'KitchenQual__Fireplaces__max', 'KitchenQual__Fireplaces__std', 'KitchenQual__FireplaceQu__nunique', 'KitchenQual__GarageType__nunique', 'KitchenQual__GarageYrBlt__mean', 'KitchenQual__GarageYrBlt__min', 'KitchenQual__GarageYrBlt__max', 'KitchenQual__GarageYrBlt__std', 'KitchenQual__GarageFinish__nunique', 'KitchenQual__GarageCars__mean', 'KitchenQual__GarageCars__min', 'KitchenQual__GarageCars__max', 'KitchenQual__GarageCars__std', 'KitchenQual__GarageArea__mean', 'KitchenQual__GarageArea__min', 'KitchenQual__GarageArea__max', 'KitchenQual__GarageArea__std', 'KitchenQual__GarageQual__nunique', 'KitchenQual__GarageCond__nunique', 'KitchenQual__PavedDrive__nunique', 'KitchenQual__WoodDeckSF__mean', 'KitchenQual__WoodDeckSF__min', 'KitchenQual__WoodDeckSF__max', 'KitchenQual__WoodDeckSF__std', 'KitchenQual__OpenPorchSF__mean', 'KitchenQual__OpenPorchSF__min', 'KitchenQual__OpenPorchSF__max', 'KitchenQual__OpenPorchSF__std', 'KitchenQual__EnclosedPorch__mean', 'KitchenQual__EnclosedPorch__min', 'KitchenQual__EnclosedPorch__max', 'KitchenQual__EnclosedPorch__std', 'KitchenQual__3SsnPorch__mean', 'KitchenQual__3SsnPorch__min', 'KitchenQual__3SsnPorch__max', 'KitchenQual__3SsnPorch__std', 'KitchenQual__ScreenPorch__mean', 'KitchenQual__ScreenPorch__min', 'KitchenQual__ScreenPorch__max', 'KitchenQual__ScreenPorch__std', 'KitchenQual__PoolArea__mean', 'KitchenQual__PoolArea__min', 'KitchenQual__PoolArea__max', 'KitchenQual__PoolArea__std', 'KitchenQual__PoolQC__nunique', 'KitchenQual__Fence__nunique', 'KitchenQual__MiscFeature__nunique', 'KitchenQual__MiscVal__mean', 'KitchenQual__MiscVal__min', 'KitchenQual__MiscVal__max', 'KitchenQual__MiscVal__std', 'KitchenQual__MoSold__mean', 'KitchenQual__MoSold__min', 'KitchenQual__MoSold__max', 'KitchenQual__MoSold__std', 'KitchenQual__YrSold__mean', 'KitchenQual__YrSold__min', 'KitchenQual__YrSold__max', 'KitchenQual__YrSold__std', 'KitchenQual__SaleType__nunique', 'KitchenQual__SaleCondition__nunique', 'Functional__MSSubClass__mean', 'Functional__MSSubClass__min', 'Functional__MSSubClass__max', 'Functional__MSSubClass__std', 'Functional__MSZoning__nunique', 'Functional__LotFrontage__mean', 'Functional__LotFrontage__min', 'Functional__LotFrontage__max', 'Functional__LotFrontage__std', 'Functional__LotArea__mean', 'Functional__LotArea__min', 'Functional__LotArea__max', 'Functional__LotArea__std', 'Functional__Street__nunique', 'Functional__Alley__nunique', 'Functional__LotShape__nunique', 'Functional__LandContour__nunique', 'Functional__Utilities__nunique', 'Functional__LotConfig__nunique', 'Functional__LandSlope__nunique', 'Functional__Neighborhood__nunique', 'Functional__Condition1__nunique', 'Functional__Condition2__nunique', 'Functional__BldgType__nunique', 'Functional__HouseStyle__nunique', 'Functional__OverallQual__mean', 'Functional__OverallQual__min', 'Functional__OverallQual__max', 'Functional__OverallQual__std', 'Functional__OverallCond__mean', 'Functional__OverallCond__min', 'Functional__OverallCond__max', 'Functional__OverallCond__std', 'Functional__YearBuilt__mean', 'Functional__YearBuilt__min', 'Functional__YearBuilt__max', 'Functional__YearBuilt__std', 'Functional__YearRemodAdd__mean', 'Functional__YearRemodAdd__min', 'Functional__YearRemodAdd__max', 'Functional__YearRemodAdd__std', 'Functional__RoofStyle__nunique', 'Functional__RoofMatl__nunique', 'Functional__Exterior1st__nunique', 'Functional__Exterior2nd__nunique', 'Functional__MasVnrType__nunique', 'Functional__MasVnrArea__mean', 'Functional__MasVnrArea__min', 'Functional__MasVnrArea__max', 'Functional__MasVnrArea__std', 'Functional__ExterQual__nunique', 'Functional__ExterCond__nunique', 'Functional__Foundation__nunique', 'Functional__BsmtQual__nunique', 'Functional__BsmtCond__nunique', 'Functional__BsmtExposure__nunique', 'Functional__BsmtFinType1__nunique', 'Functional__BsmtFinSF1__mean', 'Functional__BsmtFinSF1__min', 'Functional__BsmtFinSF1__max', 'Functional__BsmtFinSF1__std', 'Functional__BsmtFinType2__nunique', 'Functional__BsmtFinSF2__mean', 'Functional__BsmtFinSF2__min', 'Functional__BsmtFinSF2__max', 'Functional__BsmtFinSF2__std', 'Functional__BsmtUnfSF__mean', 'Functional__BsmtUnfSF__min', 'Functional__BsmtUnfSF__max', 'Functional__BsmtUnfSF__std', 'Functional__TotalBsmtSF__mean', 'Functional__TotalBsmtSF__min', 'Functional__TotalBsmtSF__max', 'Functional__TotalBsmtSF__std', 'Functional__Heating__nunique', 'Functional__HeatingQC__nunique', 'Functional__CentralAir__nunique', 'Functional__Electrical__nunique', 'Functional__1stFlrSF__mean', 'Functional__1stFlrSF__min', 'Functional__1stFlrSF__max', 'Functional__1stFlrSF__std', 'Functional__2ndFlrSF__mean', 'Functional__2ndFlrSF__min', 'Functional__2ndFlrSF__max', 'Functional__2ndFlrSF__std', 'Functional__LowQualFinSF__mean', 'Functional__LowQualFinSF__min', 'Functional__LowQualFinSF__max', 'Functional__LowQualFinSF__std', 'Functional__GrLivArea__mean', 'Functional__GrLivArea__min', 'Functional__GrLivArea__max', 'Functional__GrLivArea__std', 'Functional__BsmtFullBath__mean', 'Functional__BsmtFullBath__min', 'Functional__BsmtFullBath__max', 'Functional__BsmtFullBath__std', 'Functional__BsmtHalfBath__mean', 'Functional__BsmtHalfBath__min', 'Functional__BsmtHalfBath__max', 'Functional__BsmtHalfBath__std', 'Functional__FullBath__mean', 'Functional__FullBath__min', 'Functional__FullBath__max', 'Functional__FullBath__std', 'Functional__HalfBath__mean', 'Functional__HalfBath__min', 'Functional__HalfBath__max', 'Functional__HalfBath__std', 'Functional__BedroomAbvGr__mean', 'Functional__BedroomAbvGr__min', 'Functional__BedroomAbvGr__max', 'Functional__BedroomAbvGr__std', 'Functional__KitchenAbvGr__mean', 'Functional__KitchenAbvGr__min', 'Functional__KitchenAbvGr__max', 'Functional__KitchenAbvGr__std', 'Functional__KitchenQual__nunique', 'Functional__TotRmsAbvGrd__mean', 'Functional__TotRmsAbvGrd__min', 'Functional__TotRmsAbvGrd__max', 'Functional__TotRmsAbvGrd__std', 'Functional__Fireplaces__mean', 'Functional__Fireplaces__min', 'Functional__Fireplaces__max', 'Functional__Fireplaces__std', 'Functional__FireplaceQu__nunique', 'Functional__GarageType__nunique', 'Functional__GarageYrBlt__mean', 'Functional__GarageYrBlt__min', 'Functional__GarageYrBlt__max', 'Functional__GarageYrBlt__std', 'Functional__GarageFinish__nunique', 'Functional__GarageCars__mean', 'Functional__GarageCars__min', 'Functional__GarageCars__max', 'Functional__GarageCars__std', 'Functional__GarageArea__mean', 'Functional__GarageArea__min', 'Functional__GarageArea__max', 'Functional__GarageArea__std', 'Functional__GarageQual__nunique', 'Functional__GarageCond__nunique', 'Functional__PavedDrive__nunique', 'Functional__WoodDeckSF__mean', 'Functional__WoodDeckSF__min', 'Functional__WoodDeckSF__max', 'Functional__WoodDeckSF__std', 'Functional__OpenPorchSF__mean', 'Functional__OpenPorchSF__min', 'Functional__OpenPorchSF__max', 'Functional__OpenPorchSF__std', 'Functional__EnclosedPorch__mean', 'Functional__EnclosedPorch__min', 'Functional__EnclosedPorch__max', 'Functional__EnclosedPorch__std', 'Functional__3SsnPorch__mean', 'Functional__3SsnPorch__min', 'Functional__3SsnPorch__max', 'Functional__3SsnPorch__std', 'Functional__ScreenPorch__mean', 'Functional__ScreenPorch__min', 'Functional__ScreenPorch__max', 'Functional__ScreenPorch__std', 'Functional__PoolArea__mean', 'Functional__PoolArea__min', 'Functional__PoolArea__max', 'Functional__PoolArea__std', 'Functional__PoolQC__nunique', 'Functional__Fence__nunique', 'Functional__MiscFeature__nunique', 'Functional__MiscVal__mean', 'Functional__MiscVal__min', 'Functional__MiscVal__max', 'Functional__MiscVal__std', 'Functional__MoSold__mean', 'Functional__MoSold__min', 'Functional__MoSold__max', 'Functional__MoSold__std', 'Functional__YrSold__mean', 'Functional__YrSold__min', 'Functional__YrSold__max', 'Functional__YrSold__std', 'Functional__SaleType__nunique', 'Functional__SaleCondition__nunique', 'FireplaceQu__MSSubClass__mean', 'FireplaceQu__MSSubClass__min', 'FireplaceQu__MSSubClass__max', 'FireplaceQu__MSSubClass__std', 'FireplaceQu__MSZoning__nunique', 'FireplaceQu__LotFrontage__mean', 'FireplaceQu__LotFrontage__min', 'FireplaceQu__LotFrontage__max', 'FireplaceQu__LotFrontage__std', 'FireplaceQu__LotArea__mean', 'FireplaceQu__LotArea__min', 'FireplaceQu__LotArea__max', 'FireplaceQu__LotArea__std', 'FireplaceQu__Street__nunique', 'FireplaceQu__Alley__nunique', 'FireplaceQu__LotShape__nunique', 'FireplaceQu__LandContour__nunique', 'FireplaceQu__Utilities__nunique', 'FireplaceQu__LotConfig__nunique', 'FireplaceQu__LandSlope__nunique', 'FireplaceQu__Neighborhood__nunique', 'FireplaceQu__Condition1__nunique', 'FireplaceQu__Condition2__nunique', 'FireplaceQu__BldgType__nunique', 'FireplaceQu__HouseStyle__nunique', 'FireplaceQu__OverallQual__mean', 'FireplaceQu__OverallQual__min', 'FireplaceQu__OverallQual__max', 'FireplaceQu__OverallQual__std', 'FireplaceQu__OverallCond__mean', 'FireplaceQu__OverallCond__min', 'FireplaceQu__OverallCond__max', 'FireplaceQu__OverallCond__std', 'FireplaceQu__YearBuilt__mean', 'FireplaceQu__YearBuilt__min', 'FireplaceQu__YearBuilt__max', 'FireplaceQu__YearBuilt__std', 'FireplaceQu__YearRemodAdd__mean', 'FireplaceQu__YearRemodAdd__min', 'FireplaceQu__YearRemodAdd__max', 'FireplaceQu__YearRemodAdd__std', 'FireplaceQu__RoofStyle__nunique', 'FireplaceQu__RoofMatl__nunique', 'FireplaceQu__Exterior1st__nunique', 'FireplaceQu__Exterior2nd__nunique', 'FireplaceQu__MasVnrType__nunique', 'FireplaceQu__MasVnrArea__mean', 'FireplaceQu__MasVnrArea__min', 'FireplaceQu__MasVnrArea__max', 'FireplaceQu__MasVnrArea__std', 'FireplaceQu__ExterQual__nunique', 'FireplaceQu__ExterCond__nunique', 'FireplaceQu__Foundation__nunique', 'FireplaceQu__BsmtQual__nunique', 'FireplaceQu__BsmtCond__nunique', 'FireplaceQu__BsmtExposure__nunique', 'FireplaceQu__BsmtFinType1__nunique', 'FireplaceQu__BsmtFinSF1__mean', 'FireplaceQu__BsmtFinSF1__min', 'FireplaceQu__BsmtFinSF1__max', 'FireplaceQu__BsmtFinSF1__std', 'FireplaceQu__BsmtFinType2__nunique', 'FireplaceQu__BsmtFinSF2__mean', 'FireplaceQu__BsmtFinSF2__min', 'FireplaceQu__BsmtFinSF2__max', 'FireplaceQu__BsmtFinSF2__std', 'FireplaceQu__BsmtUnfSF__mean', 'FireplaceQu__BsmtUnfSF__min', 'FireplaceQu__BsmtUnfSF__max', 'FireplaceQu__BsmtUnfSF__std', 'FireplaceQu__TotalBsmtSF__mean', 'FireplaceQu__TotalBsmtSF__min', 'FireplaceQu__TotalBsmtSF__max', 'FireplaceQu__TotalBsmtSF__std', 'FireplaceQu__Heating__nunique', 'FireplaceQu__HeatingQC__nunique', 'FireplaceQu__CentralAir__nunique', 'FireplaceQu__Electrical__nunique', 'FireplaceQu__1stFlrSF__mean', 'FireplaceQu__1stFlrSF__min', 'FireplaceQu__1stFlrSF__max', 'FireplaceQu__1stFlrSF__std', 'FireplaceQu__2ndFlrSF__mean', 'FireplaceQu__2ndFlrSF__min', 'FireplaceQu__2ndFlrSF__max', 'FireplaceQu__2ndFlrSF__std', 'FireplaceQu__LowQualFinSF__mean', 'FireplaceQu__LowQualFinSF__min', 'FireplaceQu__LowQualFinSF__max', 'FireplaceQu__LowQualFinSF__std', 'FireplaceQu__GrLivArea__mean', 'FireplaceQu__GrLivArea__min', 'FireplaceQu__GrLivArea__max', 'FireplaceQu__GrLivArea__std', 'FireplaceQu__BsmtFullBath__mean', 'FireplaceQu__BsmtFullBath__min', 'FireplaceQu__BsmtFullBath__max', 'FireplaceQu__BsmtFullBath__std', 'FireplaceQu__BsmtHalfBath__mean', 'FireplaceQu__BsmtHalfBath__min', 'FireplaceQu__BsmtHalfBath__max', 'FireplaceQu__BsmtHalfBath__std', 'FireplaceQu__FullBath__mean', 'FireplaceQu__FullBath__min', 'FireplaceQu__FullBath__max', 'FireplaceQu__FullBath__std', 'FireplaceQu__HalfBath__mean', 'FireplaceQu__HalfBath__min', 'FireplaceQu__HalfBath__max', 'FireplaceQu__HalfBath__std', 'FireplaceQu__BedroomAbvGr__mean', 'FireplaceQu__BedroomAbvGr__min', 'FireplaceQu__BedroomAbvGr__max', 'FireplaceQu__BedroomAbvGr__std', 'FireplaceQu__KitchenAbvGr__mean', 'FireplaceQu__KitchenAbvGr__min', 'FireplaceQu__KitchenAbvGr__max', 'FireplaceQu__KitchenAbvGr__std', 'FireplaceQu__KitchenQual__nunique', 'FireplaceQu__TotRmsAbvGrd__mean', 'FireplaceQu__TotRmsAbvGrd__min', 'FireplaceQu__TotRmsAbvGrd__max', 'FireplaceQu__TotRmsAbvGrd__std', 'FireplaceQu__Functional__nunique', 'FireplaceQu__Fireplaces__mean', 'FireplaceQu__Fireplaces__min', 'FireplaceQu__Fireplaces__max', 'FireplaceQu__Fireplaces__std', 'FireplaceQu__GarageType__nunique', 'FireplaceQu__GarageYrBlt__mean', 'FireplaceQu__GarageYrBlt__min', 'FireplaceQu__GarageYrBlt__max', 'FireplaceQu__GarageYrBlt__std', 'FireplaceQu__GarageFinish__nunique', 'FireplaceQu__GarageCars__mean', 'FireplaceQu__GarageCars__min', 'FireplaceQu__GarageCars__max', 'FireplaceQu__GarageCars__std', 'FireplaceQu__GarageArea__mean', 'FireplaceQu__GarageArea__min', 'FireplaceQu__GarageArea__max', 'FireplaceQu__GarageArea__std', 'FireplaceQu__GarageQual__nunique', 'FireplaceQu__GarageCond__nunique', 'FireplaceQu__PavedDrive__nunique', 'FireplaceQu__WoodDeckSF__mean', 'FireplaceQu__WoodDeckSF__min', 'FireplaceQu__WoodDeckSF__max', 'FireplaceQu__WoodDeckSF__std', 'FireplaceQu__OpenPorchSF__mean', 'FireplaceQu__OpenPorchSF__min', 'FireplaceQu__OpenPorchSF__max', 'FireplaceQu__OpenPorchSF__std', 'FireplaceQu__EnclosedPorch__mean', 'FireplaceQu__EnclosedPorch__min', 'FireplaceQu__EnclosedPorch__max', 'FireplaceQu__EnclosedPorch__std', 'FireplaceQu__3SsnPorch__mean', 'FireplaceQu__3SsnPorch__min', 'FireplaceQu__3SsnPorch__max', 'FireplaceQu__3SsnPorch__std', 'FireplaceQu__ScreenPorch__mean', 'FireplaceQu__ScreenPorch__min', 'FireplaceQu__ScreenPorch__max', 'FireplaceQu__ScreenPorch__std', 'FireplaceQu__PoolArea__mean', 'FireplaceQu__PoolArea__min', 'FireplaceQu__PoolArea__max', 'FireplaceQu__PoolArea__std', 'FireplaceQu__PoolQC__nunique', 'FireplaceQu__Fence__nunique', 'FireplaceQu__MiscFeature__nunique', 'FireplaceQu__MiscVal__mean', 'FireplaceQu__MiscVal__min', 'FireplaceQu__MiscVal__max', 'FireplaceQu__MiscVal__std', 'FireplaceQu__MoSold__mean', 'FireplaceQu__MoSold__min', 'FireplaceQu__MoSold__max', 'FireplaceQu__MoSold__std', 'FireplaceQu__YrSold__mean', 'FireplaceQu__YrSold__min', 'FireplaceQu__YrSold__max', 'FireplaceQu__YrSold__std', 'FireplaceQu__SaleType__nunique', 'FireplaceQu__SaleCondition__nunique', 'GarageType__MSSubClass__mean', 'GarageType__MSSubClass__min', 'GarageType__MSSubClass__max', 'GarageType__MSSubClass__std', 'GarageType__MSZoning__nunique', 'GarageType__LotFrontage__mean', 'GarageType__LotFrontage__min', 'GarageType__LotFrontage__max', 'GarageType__LotFrontage__std', 'GarageType__LotArea__mean', 'GarageType__LotArea__min', 'GarageType__LotArea__max', 'GarageType__LotArea__std', 'GarageType__Street__nunique', 'GarageType__Alley__nunique', 'GarageType__LotShape__nunique', 'GarageType__LandContour__nunique', 'GarageType__Utilities__nunique', 'GarageType__LotConfig__nunique', 'GarageType__LandSlope__nunique', 'GarageType__Neighborhood__nunique', 'GarageType__Condition1__nunique', 'GarageType__Condition2__nunique', 'GarageType__BldgType__nunique', 'GarageType__HouseStyle__nunique', 'GarageType__OverallQual__mean', 'GarageType__OverallQual__min', 'GarageType__OverallQual__max', 'GarageType__OverallQual__std', 'GarageType__OverallCond__mean', 'GarageType__OverallCond__min', 'GarageType__OverallCond__max', 'GarageType__OverallCond__std', 'GarageType__YearBuilt__mean', 'GarageType__YearBuilt__min', 'GarageType__YearBuilt__max', 'GarageType__YearBuilt__std', 'GarageType__YearRemodAdd__mean', 'GarageType__YearRemodAdd__min', 'GarageType__YearRemodAdd__max', 'GarageType__YearRemodAdd__std', 'GarageType__RoofStyle__nunique', 'GarageType__RoofMatl__nunique', 'GarageType__Exterior1st__nunique', 'GarageType__Exterior2nd__nunique', 'GarageType__MasVnrType__nunique', 'GarageType__MasVnrArea__mean', 'GarageType__MasVnrArea__min', 'GarageType__MasVnrArea__max', 'GarageType__MasVnrArea__std', 'GarageType__ExterQual__nunique', 'GarageType__ExterCond__nunique', 'GarageType__Foundation__nunique', 'GarageType__BsmtQual__nunique', 'GarageType__BsmtCond__nunique', 'GarageType__BsmtExposure__nunique', 'GarageType__BsmtFinType1__nunique', 'GarageType__BsmtFinSF1__mean', 'GarageType__BsmtFinSF1__min', 'GarageType__BsmtFinSF1__max', 'GarageType__BsmtFinSF1__std', 'GarageType__BsmtFinType2__nunique', 'GarageType__BsmtFinSF2__mean', 'GarageType__BsmtFinSF2__min', 'GarageType__BsmtFinSF2__max', 'GarageType__BsmtFinSF2__std', 'GarageType__BsmtUnfSF__mean', 'GarageType__BsmtUnfSF__min', 'GarageType__BsmtUnfSF__max', 'GarageType__BsmtUnfSF__std', 'GarageType__TotalBsmtSF__mean', 'GarageType__TotalBsmtSF__min', 'GarageType__TotalBsmtSF__max', 'GarageType__TotalBsmtSF__std', 'GarageType__Heating__nunique', 'GarageType__HeatingQC__nunique', 'GarageType__CentralAir__nunique', 'GarageType__Electrical__nunique', 'GarageType__1stFlrSF__mean', 'GarageType__1stFlrSF__min', 'GarageType__1stFlrSF__max', 'GarageType__1stFlrSF__std', 'GarageType__2ndFlrSF__mean', 'GarageType__2ndFlrSF__min', 'GarageType__2ndFlrSF__max', 'GarageType__2ndFlrSF__std', 'GarageType__LowQualFinSF__mean', 'GarageType__LowQualFinSF__min', 'GarageType__LowQualFinSF__max', 'GarageType__LowQualFinSF__std', 'GarageType__GrLivArea__mean', 'GarageType__GrLivArea__min', 'GarageType__GrLivArea__max', 'GarageType__GrLivArea__std', 'GarageType__BsmtFullBath__mean', 'GarageType__BsmtFullBath__min', 'GarageType__BsmtFullBath__max', 'GarageType__BsmtFullBath__std', 'GarageType__BsmtHalfBath__mean', 'GarageType__BsmtHalfBath__min', 'GarageType__BsmtHalfBath__max', 'GarageType__BsmtHalfBath__std', 'GarageType__FullBath__mean', 'GarageType__FullBath__min', 'GarageType__FullBath__max', 'GarageType__FullBath__std', 'GarageType__HalfBath__mean', 'GarageType__HalfBath__min', 'GarageType__HalfBath__max', 'GarageType__HalfBath__std', 'GarageType__BedroomAbvGr__mean', 'GarageType__BedroomAbvGr__min', 'GarageType__BedroomAbvGr__max', 'GarageType__BedroomAbvGr__std', 'GarageType__KitchenAbvGr__mean', 'GarageType__KitchenAbvGr__min', 'GarageType__KitchenAbvGr__max', 'GarageType__KitchenAbvGr__std', 'GarageType__KitchenQual__nunique', 'GarageType__TotRmsAbvGrd__mean', 'GarageType__TotRmsAbvGrd__min', 'GarageType__TotRmsAbvGrd__max', 'GarageType__TotRmsAbvGrd__std', 'GarageType__Functional__nunique', 'GarageType__Fireplaces__mean', 'GarageType__Fireplaces__min', 'GarageType__Fireplaces__max', 'GarageType__Fireplaces__std', 'GarageType__FireplaceQu__nunique', 'GarageType__GarageYrBlt__mean', 'GarageType__GarageYrBlt__min', 'GarageType__GarageYrBlt__max', 'GarageType__GarageYrBlt__std', 'GarageType__GarageFinish__nunique', 'GarageType__GarageCars__mean', 'GarageType__GarageCars__min', 'GarageType__GarageCars__max', 'GarageType__GarageCars__std', 'GarageType__GarageArea__mean', 'GarageType__GarageArea__min', 'GarageType__GarageArea__max', 'GarageType__GarageArea__std', 'GarageType__GarageQual__nunique', 'GarageType__GarageCond__nunique', 'GarageType__PavedDrive__nunique', 'GarageType__WoodDeckSF__mean', 'GarageType__WoodDeckSF__min', 'GarageType__WoodDeckSF__max', 'GarageType__WoodDeckSF__std', 'GarageType__OpenPorchSF__mean', 'GarageType__OpenPorchSF__min', 'GarageType__OpenPorchSF__max', 'GarageType__OpenPorchSF__std', 'GarageType__EnclosedPorch__mean', 'GarageType__EnclosedPorch__min', 'GarageType__EnclosedPorch__max', 'GarageType__EnclosedPorch__std', 'GarageType__3SsnPorch__mean', 'GarageType__3SsnPorch__min', 'GarageType__3SsnPorch__max', 'GarageType__3SsnPorch__std', 'GarageType__ScreenPorch__mean', 'GarageType__ScreenPorch__min', 'GarageType__ScreenPorch__max', 'GarageType__ScreenPorch__std', 'GarageType__PoolArea__mean', 'GarageType__PoolArea__min', 'GarageType__PoolArea__max', 'GarageType__PoolArea__std', 'GarageType__PoolQC__nunique', 'GarageType__Fence__nunique', 'GarageType__MiscFeature__nunique', 'GarageType__MiscVal__mean', 'GarageType__MiscVal__min', 'GarageType__MiscVal__max', 'GarageType__MiscVal__std', 'GarageType__MoSold__mean', 'GarageType__MoSold__min', 'GarageType__MoSold__max', 'GarageType__MoSold__std', 'GarageType__YrSold__mean', 'GarageType__YrSold__min', 'GarageType__YrSold__max', 'GarageType__YrSold__std', 'GarageType__SaleType__nunique', 'GarageType__SaleCondition__nunique', 'GarageFinish__MSSubClass__mean', 'GarageFinish__MSSubClass__min', 'GarageFinish__MSSubClass__max', 'GarageFinish__MSSubClass__std', 'GarageFinish__MSZoning__nunique', 'GarageFinish__LotFrontage__mean', 'GarageFinish__LotFrontage__min', 'GarageFinish__LotFrontage__max', 'GarageFinish__LotFrontage__std', 'GarageFinish__LotArea__mean', 'GarageFinish__LotArea__min', 'GarageFinish__LotArea__max', 'GarageFinish__LotArea__std', 'GarageFinish__Street__nunique', 'GarageFinish__Alley__nunique', 'GarageFinish__LotShape__nunique', 'GarageFinish__LandContour__nunique', 'GarageFinish__Utilities__nunique', 'GarageFinish__LotConfig__nunique', 'GarageFinish__LandSlope__nunique', 'GarageFinish__Neighborhood__nunique', 'GarageFinish__Condition1__nunique', 'GarageFinish__Condition2__nunique', 'GarageFinish__BldgType__nunique', 'GarageFinish__HouseStyle__nunique', 'GarageFinish__OverallQual__mean', 'GarageFinish__OverallQual__min', 'GarageFinish__OverallQual__max', 'GarageFinish__OverallQual__std', 'GarageFinish__OverallCond__mean', 'GarageFinish__OverallCond__min', 'GarageFinish__OverallCond__max', 'GarageFinish__OverallCond__std', 'GarageFinish__YearBuilt__mean', 'GarageFinish__YearBuilt__min', 'GarageFinish__YearBuilt__max', 'GarageFinish__YearBuilt__std', 'GarageFinish__YearRemodAdd__mean', 'GarageFinish__YearRemodAdd__min', 'GarageFinish__YearRemodAdd__max', 'GarageFinish__YearRemodAdd__std', 'GarageFinish__RoofStyle__nunique', 'GarageFinish__RoofMatl__nunique', 'GarageFinish__Exterior1st__nunique', 'GarageFinish__Exterior2nd__nunique', 'GarageFinish__MasVnrType__nunique', 'GarageFinish__MasVnrArea__mean', 'GarageFinish__MasVnrArea__min', 'GarageFinish__MasVnrArea__max', 'GarageFinish__MasVnrArea__std', 'GarageFinish__ExterQual__nunique', 'GarageFinish__ExterCond__nunique', 'GarageFinish__Foundation__nunique', 'GarageFinish__BsmtQual__nunique', 'GarageFinish__BsmtCond__nunique', 'GarageFinish__BsmtExposure__nunique', 'GarageFinish__BsmtFinType1__nunique', 'GarageFinish__BsmtFinSF1__mean', 'GarageFinish__BsmtFinSF1__min', 'GarageFinish__BsmtFinSF1__max', 'GarageFinish__BsmtFinSF1__std', 'GarageFinish__BsmtFinType2__nunique', 'GarageFinish__BsmtFinSF2__mean', 'GarageFinish__BsmtFinSF2__min', 'GarageFinish__BsmtFinSF2__max', 'GarageFinish__BsmtFinSF2__std', 'GarageFinish__BsmtUnfSF__mean', 'GarageFinish__BsmtUnfSF__min', 'GarageFinish__BsmtUnfSF__max', 'GarageFinish__BsmtUnfSF__std', 'GarageFinish__TotalBsmtSF__mean', 'GarageFinish__TotalBsmtSF__min', 'GarageFinish__TotalBsmtSF__max', 'GarageFinish__TotalBsmtSF__std', 'GarageFinish__Heating__nunique', 'GarageFinish__HeatingQC__nunique', 'GarageFinish__CentralAir__nunique', 'GarageFinish__Electrical__nunique', 'GarageFinish__1stFlrSF__mean', 'GarageFinish__1stFlrSF__min', 'GarageFinish__1stFlrSF__max', 'GarageFinish__1stFlrSF__std', 'GarageFinish__2ndFlrSF__mean', 'GarageFinish__2ndFlrSF__min', 'GarageFinish__2ndFlrSF__max', 'GarageFinish__2ndFlrSF__std', 'GarageFinish__LowQualFinSF__mean', 'GarageFinish__LowQualFinSF__min', 'GarageFinish__LowQualFinSF__max', 'GarageFinish__LowQualFinSF__std', 'GarageFinish__GrLivArea__mean', 'GarageFinish__GrLivArea__min', 'GarageFinish__GrLivArea__max', 'GarageFinish__GrLivArea__std', 'GarageFinish__BsmtFullBath__mean', 'GarageFinish__BsmtFullBath__min', 'GarageFinish__BsmtFullBath__max', 'GarageFinish__BsmtFullBath__std', 'GarageFinish__BsmtHalfBath__mean', 'GarageFinish__BsmtHalfBath__min', 'GarageFinish__BsmtHalfBath__max', 'GarageFinish__BsmtHalfBath__std', 'GarageFinish__FullBath__mean', 'GarageFinish__FullBath__min', 'GarageFinish__FullBath__max', 'GarageFinish__FullBath__std', 'GarageFinish__HalfBath__mean', 'GarageFinish__HalfBath__min', 'GarageFinish__HalfBath__max', 'GarageFinish__HalfBath__std', 'GarageFinish__BedroomAbvGr__mean', 'GarageFinish__BedroomAbvGr__min', 'GarageFinish__BedroomAbvGr__max', 'GarageFinish__BedroomAbvGr__std', 'GarageFinish__KitchenAbvGr__mean', 'GarageFinish__KitchenAbvGr__min', 'GarageFinish__KitchenAbvGr__max', 'GarageFinish__KitchenAbvGr__std', 'GarageFinish__KitchenQual__nunique', 'GarageFinish__TotRmsAbvGrd__mean', 'GarageFinish__TotRmsAbvGrd__min', 'GarageFinish__TotRmsAbvGrd__max', 'GarageFinish__TotRmsAbvGrd__std', 'GarageFinish__Functional__nunique', 'GarageFinish__Fireplaces__mean', 'GarageFinish__Fireplaces__min', 'GarageFinish__Fireplaces__max', 'GarageFinish__Fireplaces__std', 'GarageFinish__FireplaceQu__nunique', 'GarageFinish__GarageType__nunique', 'GarageFinish__GarageYrBlt__mean', 'GarageFinish__GarageYrBlt__min', 'GarageFinish__GarageYrBlt__max', 'GarageFinish__GarageYrBlt__std', 'GarageFinish__GarageCars__mean', 'GarageFinish__GarageCars__min', 'GarageFinish__GarageCars__max', 'GarageFinish__GarageCars__std', 'GarageFinish__GarageArea__mean', 'GarageFinish__GarageArea__min', 'GarageFinish__GarageArea__max', 'GarageFinish__GarageArea__std', 'GarageFinish__GarageQual__nunique', 'GarageFinish__GarageCond__nunique', 'GarageFinish__PavedDrive__nunique', 'GarageFinish__WoodDeckSF__mean', 'GarageFinish__WoodDeckSF__min', 'GarageFinish__WoodDeckSF__max', 'GarageFinish__WoodDeckSF__std', 'GarageFinish__OpenPorchSF__mean', 'GarageFinish__OpenPorchSF__min', 'GarageFinish__OpenPorchSF__max', 'GarageFinish__OpenPorchSF__std', 'GarageFinish__EnclosedPorch__mean', 'GarageFinish__EnclosedPorch__min', 'GarageFinish__EnclosedPorch__max', 'GarageFinish__EnclosedPorch__std', 'GarageFinish__3SsnPorch__mean', 'GarageFinish__3SsnPorch__min', 'GarageFinish__3SsnPorch__max', 'GarageFinish__3SsnPorch__std', 'GarageFinish__ScreenPorch__mean', 'GarageFinish__ScreenPorch__min', 'GarageFinish__ScreenPorch__max', 'GarageFinish__ScreenPorch__std', 'GarageFinish__PoolArea__mean', 'GarageFinish__PoolArea__min', 'GarageFinish__PoolArea__max', 'GarageFinish__PoolArea__std', 'GarageFinish__PoolQC__nunique', 'GarageFinish__Fence__nunique', 'GarageFinish__MiscFeature__nunique', 'GarageFinish__MiscVal__mean', 'GarageFinish__MiscVal__min', 'GarageFinish__MiscVal__max', 'GarageFinish__MiscVal__std', 'GarageFinish__MoSold__mean', 'GarageFinish__MoSold__min', 'GarageFinish__MoSold__max', 'GarageFinish__MoSold__std', 'GarageFinish__YrSold__mean', 'GarageFinish__YrSold__min', 'GarageFinish__YrSold__max', 'GarageFinish__YrSold__std', 'GarageFinish__SaleType__nunique', 'GarageFinish__SaleCondition__nunique', 'GarageQual__MSSubClass__mean', 'GarageQual__MSSubClass__min', 'GarageQual__MSSubClass__max', 'GarageQual__MSSubClass__std', 'GarageQual__MSZoning__nunique', 'GarageQual__LotFrontage__mean', 'GarageQual__LotFrontage__min', 'GarageQual__LotFrontage__max', 'GarageQual__LotFrontage__std', 'GarageQual__LotArea__mean', 'GarageQual__LotArea__min', 'GarageQual__LotArea__max', 'GarageQual__LotArea__std', 'GarageQual__Street__nunique', 'GarageQual__Alley__nunique', 'GarageQual__LotShape__nunique', 'GarageQual__LandContour__nunique', 'GarageQual__Utilities__nunique', 'GarageQual__LotConfig__nunique', 'GarageQual__LandSlope__nunique', 'GarageQual__Neighborhood__nunique', 'GarageQual__Condition1__nunique', 'GarageQual__Condition2__nunique', 'GarageQual__BldgType__nunique', 'GarageQual__HouseStyle__nunique', 'GarageQual__OverallQual__mean', 'GarageQual__OverallQual__min', 'GarageQual__OverallQual__max', 'GarageQual__OverallQual__std', 'GarageQual__OverallCond__mean', 'GarageQual__OverallCond__min', 'GarageQual__OverallCond__max', 'GarageQual__OverallCond__std', 'GarageQual__YearBuilt__mean', 'GarageQual__YearBuilt__min', 'GarageQual__YearBuilt__max', 'GarageQual__YearBuilt__std', 'GarageQual__YearRemodAdd__mean', 'GarageQual__YearRemodAdd__min', 'GarageQual__YearRemodAdd__max', 'GarageQual__YearRemodAdd__std', 'GarageQual__RoofStyle__nunique', 'GarageQual__RoofMatl__nunique', 'GarageQual__Exterior1st__nunique', 'GarageQual__Exterior2nd__nunique', 'GarageQual__MasVnrType__nunique', 'GarageQual__MasVnrArea__mean', 'GarageQual__MasVnrArea__min', 'GarageQual__MasVnrArea__max', 'GarageQual__MasVnrArea__std', 'GarageQual__ExterQual__nunique', 'GarageQual__ExterCond__nunique', 'GarageQual__Foundation__nunique', 'GarageQual__BsmtQual__nunique', 'GarageQual__BsmtCond__nunique', 'GarageQual__BsmtExposure__nunique', 'GarageQual__BsmtFinType1__nunique', 'GarageQual__BsmtFinSF1__mean', 'GarageQual__BsmtFinSF1__min', 'GarageQual__BsmtFinSF1__max', 'GarageQual__BsmtFinSF1__std', 'GarageQual__BsmtFinType2__nunique', 'GarageQual__BsmtFinSF2__mean', 'GarageQual__BsmtFinSF2__min', 'GarageQual__BsmtFinSF2__max', 'GarageQual__BsmtFinSF2__std', 'GarageQual__BsmtUnfSF__mean', 'GarageQual__BsmtUnfSF__min', 'GarageQual__BsmtUnfSF__max', 'GarageQual__BsmtUnfSF__std', 'GarageQual__TotalBsmtSF__mean', 'GarageQual__TotalBsmtSF__min', 'GarageQual__TotalBsmtSF__max', 'GarageQual__TotalBsmtSF__std', 'GarageQual__Heating__nunique', 'GarageQual__HeatingQC__nunique', 'GarageQual__CentralAir__nunique', 'GarageQual__Electrical__nunique', 'GarageQual__1stFlrSF__mean', 'GarageQual__1stFlrSF__min', 'GarageQual__1stFlrSF__max', 'GarageQual__1stFlrSF__std', 'GarageQual__2ndFlrSF__mean', 'GarageQual__2ndFlrSF__min', 'GarageQual__2ndFlrSF__max', 'GarageQual__2ndFlrSF__std', 'GarageQual__LowQualFinSF__mean', 'GarageQual__LowQualFinSF__min', 'GarageQual__LowQualFinSF__max', 'GarageQual__LowQualFinSF__std', 'GarageQual__GrLivArea__mean', 'GarageQual__GrLivArea__min', 'GarageQual__GrLivArea__max', 'GarageQual__GrLivArea__std', 'GarageQual__BsmtFullBath__mean', 'GarageQual__BsmtFullBath__min', 'GarageQual__BsmtFullBath__max', 'GarageQual__BsmtFullBath__std', 'GarageQual__BsmtHalfBath__mean', 'GarageQual__BsmtHalfBath__min', 'GarageQual__BsmtHalfBath__max', 'GarageQual__BsmtHalfBath__std', 'GarageQual__FullBath__mean', 'GarageQual__FullBath__min', 'GarageQual__FullBath__max', 'GarageQual__FullBath__std', 'GarageQual__HalfBath__mean', 'GarageQual__HalfBath__min', 'GarageQual__HalfBath__max', 'GarageQual__HalfBath__std', 'GarageQual__BedroomAbvGr__mean', 'GarageQual__BedroomAbvGr__min', 'GarageQual__BedroomAbvGr__max', 'GarageQual__BedroomAbvGr__std', 'GarageQual__KitchenAbvGr__mean', 'GarageQual__KitchenAbvGr__min', 'GarageQual__KitchenAbvGr__max', 'GarageQual__KitchenAbvGr__std', 'GarageQual__KitchenQual__nunique', 'GarageQual__TotRmsAbvGrd__mean', 'GarageQual__TotRmsAbvGrd__min', 'GarageQual__TotRmsAbvGrd__max', 'GarageQual__TotRmsAbvGrd__std', 'GarageQual__Functional__nunique', 'GarageQual__Fireplaces__mean', 'GarageQual__Fireplaces__min', 'GarageQual__Fireplaces__max', 'GarageQual__Fireplaces__std', 'GarageQual__FireplaceQu__nunique', 'GarageQual__GarageType__nunique', 'GarageQual__GarageYrBlt__mean', 'GarageQual__GarageYrBlt__min', 'GarageQual__GarageYrBlt__max', 'GarageQual__GarageYrBlt__std', 'GarageQual__GarageFinish__nunique', 'GarageQual__GarageCars__mean', 'GarageQual__GarageCars__min', 'GarageQual__GarageCars__max', 'GarageQual__GarageCars__std', 'GarageQual__GarageArea__mean', 'GarageQual__GarageArea__min', 'GarageQual__GarageArea__max', 'GarageQual__GarageArea__std', 'GarageQual__GarageCond__nunique', 'GarageQual__PavedDrive__nunique', 'GarageQual__WoodDeckSF__mean', 'GarageQual__WoodDeckSF__min', 'GarageQual__WoodDeckSF__max', 'GarageQual__WoodDeckSF__std', 'GarageQual__OpenPorchSF__mean', 'GarageQual__OpenPorchSF__min', 'GarageQual__OpenPorchSF__max', 'GarageQual__OpenPorchSF__std', 'GarageQual__EnclosedPorch__mean', 'GarageQual__EnclosedPorch__min', 'GarageQual__EnclosedPorch__max', 'GarageQual__EnclosedPorch__std', 'GarageQual__3SsnPorch__mean', 'GarageQual__3SsnPorch__min', 'GarageQual__3SsnPorch__max', 'GarageQual__3SsnPorch__std', 'GarageQual__ScreenPorch__mean', 'GarageQual__ScreenPorch__min', 'GarageQual__ScreenPorch__max', 'GarageQual__ScreenPorch__std', 'GarageQual__PoolArea__mean', 'GarageQual__PoolArea__min', 'GarageQual__PoolArea__max', 'GarageQual__PoolArea__std', 'GarageQual__PoolQC__nunique', 'GarageQual__Fence__nunique', 'GarageQual__MiscFeature__nunique', 'GarageQual__MiscVal__mean', 'GarageQual__MiscVal__min', 'GarageQual__MiscVal__max', 'GarageQual__MiscVal__std', 'GarageQual__MoSold__mean', 'GarageQual__MoSold__min', 'GarageQual__MoSold__max', 'GarageQual__MoSold__std', 'GarageQual__YrSold__mean', 'GarageQual__YrSold__min', 'GarageQual__YrSold__max', 'GarageQual__YrSold__std', 'GarageQual__SaleType__nunique', 'GarageQual__SaleCondition__nunique', 'GarageCond__MSSubClass__mean', 'GarageCond__MSSubClass__min', 'GarageCond__MSSubClass__max', 'GarageCond__MSSubClass__std', 'GarageCond__MSZoning__nunique', 'GarageCond__LotFrontage__mean', 'GarageCond__LotFrontage__min', 'GarageCond__LotFrontage__max', 'GarageCond__LotFrontage__std', 'GarageCond__LotArea__mean', 'GarageCond__LotArea__min', 'GarageCond__LotArea__max', 'GarageCond__LotArea__std', 'GarageCond__Street__nunique', 'GarageCond__Alley__nunique', 'GarageCond__LotShape__nunique', 'GarageCond__LandContour__nunique', 'GarageCond__Utilities__nunique', 'GarageCond__LotConfig__nunique', 'GarageCond__LandSlope__nunique', 'GarageCond__Neighborhood__nunique', 'GarageCond__Condition1__nunique', 'GarageCond__Condition2__nunique', 'GarageCond__BldgType__nunique', 'GarageCond__HouseStyle__nunique', 'GarageCond__OverallQual__mean', 'GarageCond__OverallQual__min', 'GarageCond__OverallQual__max', 'GarageCond__OverallQual__std', 'GarageCond__OverallCond__mean', 'GarageCond__OverallCond__min', 'GarageCond__OverallCond__max', 'GarageCond__OverallCond__std', 'GarageCond__YearBuilt__mean', 'GarageCond__YearBuilt__min', 'GarageCond__YearBuilt__max', 'GarageCond__YearBuilt__std', 'GarageCond__YearRemodAdd__mean', 'GarageCond__YearRemodAdd__min', 'GarageCond__YearRemodAdd__max', 'GarageCond__YearRemodAdd__std', 'GarageCond__RoofStyle__nunique', 'GarageCond__RoofMatl__nunique', 'GarageCond__Exterior1st__nunique', 'GarageCond__Exterior2nd__nunique', 'GarageCond__MasVnrType__nunique', 'GarageCond__MasVnrArea__mean', 'GarageCond__MasVnrArea__min', 'GarageCond__MasVnrArea__max', 'GarageCond__MasVnrArea__std', 'GarageCond__ExterQual__nunique', 'GarageCond__ExterCond__nunique', 'GarageCond__Foundation__nunique', 'GarageCond__BsmtQual__nunique', 'GarageCond__BsmtCond__nunique', 'GarageCond__BsmtExposure__nunique', 'GarageCond__BsmtFinType1__nunique', 'GarageCond__BsmtFinSF1__mean', 'GarageCond__BsmtFinSF1__min', 'GarageCond__BsmtFinSF1__max', 'GarageCond__BsmtFinSF1__std', 'GarageCond__BsmtFinType2__nunique', 'GarageCond__BsmtFinSF2__mean', 'GarageCond__BsmtFinSF2__min', 'GarageCond__BsmtFinSF2__max', 'GarageCond__BsmtFinSF2__std', 'GarageCond__BsmtUnfSF__mean', 'GarageCond__BsmtUnfSF__min', 'GarageCond__BsmtUnfSF__max', 'GarageCond__BsmtUnfSF__std', 'GarageCond__TotalBsmtSF__mean', 'GarageCond__TotalBsmtSF__min', 'GarageCond__TotalBsmtSF__max', 'GarageCond__TotalBsmtSF__std', 'GarageCond__Heating__nunique', 'GarageCond__HeatingQC__nunique', 'GarageCond__CentralAir__nunique', 'GarageCond__Electrical__nunique', 'GarageCond__1stFlrSF__mean', 'GarageCond__1stFlrSF__min', 'GarageCond__1stFlrSF__max', 'GarageCond__1stFlrSF__std', 'GarageCond__2ndFlrSF__mean', 'GarageCond__2ndFlrSF__min', 'GarageCond__2ndFlrSF__max', 'GarageCond__2ndFlrSF__std', 'GarageCond__LowQualFinSF__mean', 'GarageCond__LowQualFinSF__min', 'GarageCond__LowQualFinSF__max', 'GarageCond__LowQualFinSF__std', 'GarageCond__GrLivArea__mean', 'GarageCond__GrLivArea__min', 'GarageCond__GrLivArea__max', 'GarageCond__GrLivArea__std', 'GarageCond__BsmtFullBath__mean', 'GarageCond__BsmtFullBath__min', 'GarageCond__BsmtFullBath__max', 'GarageCond__BsmtFullBath__std', 'GarageCond__BsmtHalfBath__mean', 'GarageCond__BsmtHalfBath__min', 'GarageCond__BsmtHalfBath__max', 'GarageCond__BsmtHalfBath__std', 'GarageCond__FullBath__mean', 'GarageCond__FullBath__min', 'GarageCond__FullBath__max', 'GarageCond__FullBath__std', 'GarageCond__HalfBath__mean', 'GarageCond__HalfBath__min', 'GarageCond__HalfBath__max', 'GarageCond__HalfBath__std', 'GarageCond__BedroomAbvGr__mean', 'GarageCond__BedroomAbvGr__min', 'GarageCond__BedroomAbvGr__max', 'GarageCond__BedroomAbvGr__std', 'GarageCond__KitchenAbvGr__mean', 'GarageCond__KitchenAbvGr__min', 'GarageCond__KitchenAbvGr__max', 'GarageCond__KitchenAbvGr__std', 'GarageCond__KitchenQual__nunique', 'GarageCond__TotRmsAbvGrd__mean', 'GarageCond__TotRmsAbvGrd__min', 'GarageCond__TotRmsAbvGrd__max', 'GarageCond__TotRmsAbvGrd__std', 'GarageCond__Functional__nunique', 'GarageCond__Fireplaces__mean', 'GarageCond__Fireplaces__min', 'GarageCond__Fireplaces__max', 'GarageCond__Fireplaces__std', 'GarageCond__FireplaceQu__nunique', 'GarageCond__GarageType__nunique', 'GarageCond__GarageYrBlt__mean', 'GarageCond__GarageYrBlt__min', 'GarageCond__GarageYrBlt__max', 'GarageCond__GarageYrBlt__std', 'GarageCond__GarageFinish__nunique', 'GarageCond__GarageCars__mean', 'GarageCond__GarageCars__min', 'GarageCond__GarageCars__max', 'GarageCond__GarageCars__std', 'GarageCond__GarageArea__mean', 'GarageCond__GarageArea__min', 'GarageCond__GarageArea__max', 'GarageCond__GarageArea__std', 'GarageCond__GarageQual__nunique', 'GarageCond__PavedDrive__nunique', 'GarageCond__WoodDeckSF__mean', 'GarageCond__WoodDeckSF__min', 'GarageCond__WoodDeckSF__max', 'GarageCond__WoodDeckSF__std', 'GarageCond__OpenPorchSF__mean', 'GarageCond__OpenPorchSF__min', 'GarageCond__OpenPorchSF__max', 'GarageCond__OpenPorchSF__std', 'GarageCond__EnclosedPorch__mean', 'GarageCond__EnclosedPorch__min', 'GarageCond__EnclosedPorch__max', 'GarageCond__EnclosedPorch__std', 'GarageCond__3SsnPorch__mean', 'GarageCond__3SsnPorch__min', 'GarageCond__3SsnPorch__max', 'GarageCond__3SsnPorch__std', 'GarageCond__ScreenPorch__mean', 'GarageCond__ScreenPorch__min', 'GarageCond__ScreenPorch__max', 'GarageCond__ScreenPorch__std', 'GarageCond__PoolArea__mean', 'GarageCond__PoolArea__min', 'GarageCond__PoolArea__max', 'GarageCond__PoolArea__std', 'GarageCond__PoolQC__nunique', 'GarageCond__Fence__nunique', 'GarageCond__MiscFeature__nunique', 'GarageCond__MiscVal__mean', 'GarageCond__MiscVal__min', 'GarageCond__MiscVal__max', 'GarageCond__MiscVal__std', 'GarageCond__MoSold__mean', 'GarageCond__MoSold__min', 'GarageCond__MoSold__max', 'GarageCond__MoSold__std', 'GarageCond__YrSold__mean', 'GarageCond__YrSold__min', 'GarageCond__YrSold__max', 'GarageCond__YrSold__std', 'GarageCond__SaleType__nunique', 'GarageCond__SaleCondition__nunique', 'PavedDrive__MSSubClass__mean', 'PavedDrive__MSSubClass__min', 'PavedDrive__MSSubClass__max', 'PavedDrive__MSSubClass__std', 'PavedDrive__MSZoning__nunique', 'PavedDrive__LotFrontage__mean', 'PavedDrive__LotFrontage__min', 'PavedDrive__LotFrontage__max', 'PavedDrive__LotFrontage__std', 'PavedDrive__LotArea__mean', 'PavedDrive__LotArea__min', 'PavedDrive__LotArea__max', 'PavedDrive__LotArea__std', 'PavedDrive__Street__nunique', 'PavedDrive__Alley__nunique', 'PavedDrive__LotShape__nunique', 'PavedDrive__LandContour__nunique', 'PavedDrive__Utilities__nunique', 'PavedDrive__LotConfig__nunique', 'PavedDrive__LandSlope__nunique', 'PavedDrive__Neighborhood__nunique', 'PavedDrive__Condition1__nunique', 'PavedDrive__Condition2__nunique', 'PavedDrive__BldgType__nunique', 'PavedDrive__HouseStyle__nunique', 'PavedDrive__OverallQual__mean', 'PavedDrive__OverallQual__min', 'PavedDrive__OverallQual__max', 'PavedDrive__OverallQual__std', 'PavedDrive__OverallCond__mean', 'PavedDrive__OverallCond__min', 'PavedDrive__OverallCond__max', 'PavedDrive__OverallCond__std', 'PavedDrive__YearBuilt__mean', 'PavedDrive__YearBuilt__min', 'PavedDrive__YearBuilt__max', 'PavedDrive__YearBuilt__std', 'PavedDrive__YearRemodAdd__mean', 'PavedDrive__YearRemodAdd__min', 'PavedDrive__YearRemodAdd__max', 'PavedDrive__YearRemodAdd__std', 'PavedDrive__RoofStyle__nunique', 'PavedDrive__RoofMatl__nunique', 'PavedDrive__Exterior1st__nunique', 'PavedDrive__Exterior2nd__nunique', 'PavedDrive__MasVnrType__nunique', 'PavedDrive__MasVnrArea__mean', 'PavedDrive__MasVnrArea__min', 'PavedDrive__MasVnrArea__max', 'PavedDrive__MasVnrArea__std', 'PavedDrive__ExterQual__nunique', 'PavedDrive__ExterCond__nunique', 'PavedDrive__Foundation__nunique', 'PavedDrive__BsmtQual__nunique', 'PavedDrive__BsmtCond__nunique', 'PavedDrive__BsmtExposure__nunique', 'PavedDrive__BsmtFinType1__nunique', 'PavedDrive__BsmtFinSF1__mean', 'PavedDrive__BsmtFinSF1__min', 'PavedDrive__BsmtFinSF1__max', 'PavedDrive__BsmtFinSF1__std', 'PavedDrive__BsmtFinType2__nunique', 'PavedDrive__BsmtFinSF2__mean', 'PavedDrive__BsmtFinSF2__min', 'PavedDrive__BsmtFinSF2__max', 'PavedDrive__BsmtFinSF2__std', 'PavedDrive__BsmtUnfSF__mean', 'PavedDrive__BsmtUnfSF__min', 'PavedDrive__BsmtUnfSF__max', 'PavedDrive__BsmtUnfSF__std', 'PavedDrive__TotalBsmtSF__mean', 'PavedDrive__TotalBsmtSF__min', 'PavedDrive__TotalBsmtSF__max', 'PavedDrive__TotalBsmtSF__std', 'PavedDrive__Heating__nunique', 'PavedDrive__HeatingQC__nunique', 'PavedDrive__CentralAir__nunique', 'PavedDrive__Electrical__nunique', 'PavedDrive__1stFlrSF__mean', 'PavedDrive__1stFlrSF__min', 'PavedDrive__1stFlrSF__max', 'PavedDrive__1stFlrSF__std', 'PavedDrive__2ndFlrSF__mean', 'PavedDrive__2ndFlrSF__min', 'PavedDrive__2ndFlrSF__max', 'PavedDrive__2ndFlrSF__std', 'PavedDrive__LowQualFinSF__mean', 'PavedDrive__LowQualFinSF__min', 'PavedDrive__LowQualFinSF__max', 'PavedDrive__LowQualFinSF__std', 'PavedDrive__GrLivArea__mean', 'PavedDrive__GrLivArea__min', 'PavedDrive__GrLivArea__max', 'PavedDrive__GrLivArea__std', 'PavedDrive__BsmtFullBath__mean', 'PavedDrive__BsmtFullBath__min', 'PavedDrive__BsmtFullBath__max', 'PavedDrive__BsmtFullBath__std', 'PavedDrive__BsmtHalfBath__mean', 'PavedDrive__BsmtHalfBath__min', 'PavedDrive__BsmtHalfBath__max', 'PavedDrive__BsmtHalfBath__std', 'PavedDrive__FullBath__mean', 'PavedDrive__FullBath__min', 'PavedDrive__FullBath__max', 'PavedDrive__FullBath__std', 'PavedDrive__HalfBath__mean', 'PavedDrive__HalfBath__min', 'PavedDrive__HalfBath__max', 'PavedDrive__HalfBath__std', 'PavedDrive__BedroomAbvGr__mean', 'PavedDrive__BedroomAbvGr__min', 'PavedDrive__BedroomAbvGr__max', 'PavedDrive__BedroomAbvGr__std', 'PavedDrive__KitchenAbvGr__mean', 'PavedDrive__KitchenAbvGr__min', 'PavedDrive__KitchenAbvGr__max', 'PavedDrive__KitchenAbvGr__std', 'PavedDrive__KitchenQual__nunique', 'PavedDrive__TotRmsAbvGrd__mean', 'PavedDrive__TotRmsAbvGrd__min', 'PavedDrive__TotRmsAbvGrd__max', 'PavedDrive__TotRmsAbvGrd__std', 'PavedDrive__Functional__nunique', 'PavedDrive__Fireplaces__mean', 'PavedDrive__Fireplaces__min', 'PavedDrive__Fireplaces__max', 'PavedDrive__Fireplaces__std', 'PavedDrive__FireplaceQu__nunique', 'PavedDrive__GarageType__nunique', 'PavedDrive__GarageYrBlt__mean', 'PavedDrive__GarageYrBlt__min', 'PavedDrive__GarageYrBlt__max', 'PavedDrive__GarageYrBlt__std', 'PavedDrive__GarageFinish__nunique', 'PavedDrive__GarageCars__mean', 'PavedDrive__GarageCars__min', 'PavedDrive__GarageCars__max', 'PavedDrive__GarageCars__std', 'PavedDrive__GarageArea__mean', 'PavedDrive__GarageArea__min', 'PavedDrive__GarageArea__max', 'PavedDrive__GarageArea__std', 'PavedDrive__GarageQual__nunique', 'PavedDrive__GarageCond__nunique', 'PavedDrive__WoodDeckSF__mean', 'PavedDrive__WoodDeckSF__min', 'PavedDrive__WoodDeckSF__max', 'PavedDrive__WoodDeckSF__std', 'PavedDrive__OpenPorchSF__mean', 'PavedDrive__OpenPorchSF__min', 'PavedDrive__OpenPorchSF__max', 'PavedDrive__OpenPorchSF__std', 'PavedDrive__EnclosedPorch__mean', 'PavedDrive__EnclosedPorch__min', 'PavedDrive__EnclosedPorch__max', 'PavedDrive__EnclosedPorch__std', 'PavedDrive__3SsnPorch__mean', 'PavedDrive__3SsnPorch__min', 'PavedDrive__3SsnPorch__max', 'PavedDrive__3SsnPorch__std', 'PavedDrive__ScreenPorch__mean', 'PavedDrive__ScreenPorch__min', 'PavedDrive__ScreenPorch__max', 'PavedDrive__ScreenPorch__std', 'PavedDrive__PoolArea__mean', 'PavedDrive__PoolArea__min', 'PavedDrive__PoolArea__max', 'PavedDrive__PoolArea__std', 'PavedDrive__PoolQC__nunique', 'PavedDrive__Fence__nunique', 'PavedDrive__MiscFeature__nunique', 'PavedDrive__MiscVal__mean', 'PavedDrive__MiscVal__min', 'PavedDrive__MiscVal__max', 'PavedDrive__MiscVal__std', 'PavedDrive__MoSold__mean', 'PavedDrive__MoSold__min', 'PavedDrive__MoSold__max', 'PavedDrive__MoSold__std', 'PavedDrive__YrSold__mean', 'PavedDrive__YrSold__min', 'PavedDrive__YrSold__max', 'PavedDrive__YrSold__std', 'PavedDrive__SaleType__nunique', 'PavedDrive__SaleCondition__nunique', 'PoolQC__MSSubClass__mean', 'PoolQC__MSSubClass__min', 'PoolQC__MSSubClass__max', 'PoolQC__MSSubClass__std', 'PoolQC__MSZoning__nunique', 'PoolQC__LotFrontage__mean', 'PoolQC__LotFrontage__min', 'PoolQC__LotFrontage__max', 'PoolQC__LotFrontage__std', 'PoolQC__LotArea__mean', 'PoolQC__LotArea__min', 'PoolQC__LotArea__max', 'PoolQC__LotArea__std', 'PoolQC__Street__nunique', 'PoolQC__Alley__nunique', 'PoolQC__LotShape__nunique', 'PoolQC__LandContour__nunique', 'PoolQC__Utilities__nunique', 'PoolQC__LotConfig__nunique', 'PoolQC__LandSlope__nunique', 'PoolQC__Neighborhood__nunique', 'PoolQC__Condition1__nunique', 'PoolQC__Condition2__nunique', 'PoolQC__BldgType__nunique', 'PoolQC__HouseStyle__nunique', 'PoolQC__OverallQual__mean', 'PoolQC__OverallQual__min', 'PoolQC__OverallQual__max', 'PoolQC__OverallQual__std', 'PoolQC__OverallCond__mean', 'PoolQC__OverallCond__min', 'PoolQC__OverallCond__max', 'PoolQC__OverallCond__std', 'PoolQC__YearBuilt__mean', 'PoolQC__YearBuilt__min', 'PoolQC__YearBuilt__max', 'PoolQC__YearBuilt__std', 'PoolQC__YearRemodAdd__mean', 'PoolQC__YearRemodAdd__min', 'PoolQC__YearRemodAdd__max', 'PoolQC__YearRemodAdd__std', 'PoolQC__RoofStyle__nunique', 'PoolQC__RoofMatl__nunique', 'PoolQC__Exterior1st__nunique', 'PoolQC__Exterior2nd__nunique', 'PoolQC__MasVnrType__nunique', 'PoolQC__MasVnrArea__mean', 'PoolQC__MasVnrArea__min', 'PoolQC__MasVnrArea__max', 'PoolQC__MasVnrArea__std', 'PoolQC__ExterQual__nunique', 'PoolQC__ExterCond__nunique', 'PoolQC__Foundation__nunique', 'PoolQC__BsmtQual__nunique', 'PoolQC__BsmtCond__nunique', 'PoolQC__BsmtExposure__nunique', 'PoolQC__BsmtFinType1__nunique', 'PoolQC__BsmtFinSF1__mean', 'PoolQC__BsmtFinSF1__min', 'PoolQC__BsmtFinSF1__max', 'PoolQC__BsmtFinSF1__std', 'PoolQC__BsmtFinType2__nunique', 'PoolQC__BsmtFinSF2__mean', 'PoolQC__BsmtFinSF2__min', 'PoolQC__BsmtFinSF2__max', 'PoolQC__BsmtFinSF2__std', 'PoolQC__BsmtUnfSF__mean', 'PoolQC__BsmtUnfSF__min', 'PoolQC__BsmtUnfSF__max', 'PoolQC__BsmtUnfSF__std', 'PoolQC__TotalBsmtSF__mean', 'PoolQC__TotalBsmtSF__min', 'PoolQC__TotalBsmtSF__max', 'PoolQC__TotalBsmtSF__std', 'PoolQC__Heating__nunique', 'PoolQC__HeatingQC__nunique', 'PoolQC__CentralAir__nunique', 'PoolQC__Electrical__nunique', 'PoolQC__1stFlrSF__mean', 'PoolQC__1stFlrSF__min', 'PoolQC__1stFlrSF__max', 'PoolQC__1stFlrSF__std', 'PoolQC__2ndFlrSF__mean', 'PoolQC__2ndFlrSF__min', 'PoolQC__2ndFlrSF__max', 'PoolQC__2ndFlrSF__std', 'PoolQC__LowQualFinSF__mean', 'PoolQC__LowQualFinSF__min', 'PoolQC__LowQualFinSF__max', 'PoolQC__LowQualFinSF__std', 'PoolQC__GrLivArea__mean', 'PoolQC__GrLivArea__min', 'PoolQC__GrLivArea__max', 'PoolQC__GrLivArea__std', 'PoolQC__BsmtFullBath__mean', 'PoolQC__BsmtFullBath__min', 'PoolQC__BsmtFullBath__max', 'PoolQC__BsmtFullBath__std', 'PoolQC__BsmtHalfBath__mean', 'PoolQC__BsmtHalfBath__min', 'PoolQC__BsmtHalfBath__max', 'PoolQC__BsmtHalfBath__std', 'PoolQC__FullBath__mean', 'PoolQC__FullBath__min', 'PoolQC__FullBath__max', 'PoolQC__FullBath__std', 'PoolQC__HalfBath__mean', 'PoolQC__HalfBath__min', 'PoolQC__HalfBath__max', 'PoolQC__HalfBath__std', 'PoolQC__BedroomAbvGr__mean', 'PoolQC__BedroomAbvGr__min', 'PoolQC__BedroomAbvGr__max', 'PoolQC__BedroomAbvGr__std', 'PoolQC__KitchenAbvGr__mean', 'PoolQC__KitchenAbvGr__min', 'PoolQC__KitchenAbvGr__max', 'PoolQC__KitchenAbvGr__std', 'PoolQC__KitchenQual__nunique', 'PoolQC__TotRmsAbvGrd__mean', 'PoolQC__TotRmsAbvGrd__min', 'PoolQC__TotRmsAbvGrd__max', 'PoolQC__TotRmsAbvGrd__std', 'PoolQC__Functional__nunique', 'PoolQC__Fireplaces__mean', 'PoolQC__Fireplaces__min', 'PoolQC__Fireplaces__max', 'PoolQC__Fireplaces__std', 'PoolQC__FireplaceQu__nunique', 'PoolQC__GarageType__nunique', 'PoolQC__GarageYrBlt__mean', 'PoolQC__GarageYrBlt__min', 'PoolQC__GarageYrBlt__max', 'PoolQC__GarageYrBlt__std', 'PoolQC__GarageFinish__nunique', 'PoolQC__GarageCars__mean', 'PoolQC__GarageCars__min', 'PoolQC__GarageCars__max', 'PoolQC__GarageCars__std', 'PoolQC__GarageArea__mean', 'PoolQC__GarageArea__min', 'PoolQC__GarageArea__max', 'PoolQC__GarageArea__std', 'PoolQC__GarageQual__nunique', 'PoolQC__GarageCond__nunique', 'PoolQC__PavedDrive__nunique', 'PoolQC__WoodDeckSF__mean', 'PoolQC__WoodDeckSF__min', 'PoolQC__WoodDeckSF__max', 'PoolQC__WoodDeckSF__std', 'PoolQC__OpenPorchSF__mean', 'PoolQC__OpenPorchSF__min', 'PoolQC__OpenPorchSF__max', 'PoolQC__OpenPorchSF__std', 'PoolQC__EnclosedPorch__mean', 'PoolQC__EnclosedPorch__min', 'PoolQC__EnclosedPorch__max', 'PoolQC__EnclosedPorch__std', 'PoolQC__3SsnPorch__mean', 'PoolQC__3SsnPorch__min', 'PoolQC__3SsnPorch__max', 'PoolQC__3SsnPorch__std', 'PoolQC__ScreenPorch__mean', 'PoolQC__ScreenPorch__min', 'PoolQC__ScreenPorch__max', 'PoolQC__ScreenPorch__std', 'PoolQC__PoolArea__mean', 'PoolQC__PoolArea__min', 'PoolQC__PoolArea__max', 'PoolQC__PoolArea__std', 'PoolQC__Fence__nunique', 'PoolQC__MiscFeature__nunique', 'PoolQC__MiscVal__mean', 'PoolQC__MiscVal__min', 'PoolQC__MiscVal__max', 'PoolQC__MiscVal__std', 'PoolQC__MoSold__mean', 'PoolQC__MoSold__min', 'PoolQC__MoSold__max', 'PoolQC__MoSold__std', 'PoolQC__YrSold__mean', 'PoolQC__YrSold__min', 'PoolQC__YrSold__max', 'PoolQC__YrSold__std', 'PoolQC__SaleType__nunique', 'PoolQC__SaleCondition__nunique', 'Fence__MSSubClass__mean', 'Fence__MSSubClass__min', 'Fence__MSSubClass__max', 'Fence__MSSubClass__std', 'Fence__MSZoning__nunique', 'Fence__LotFrontage__mean', 'Fence__LotFrontage__min', 'Fence__LotFrontage__max', 'Fence__LotFrontage__std', 'Fence__LotArea__mean', 'Fence__LotArea__min', 'Fence__LotArea__max', 'Fence__LotArea__std', 'Fence__Street__nunique', 'Fence__Alley__nunique', 'Fence__LotShape__nunique', 'Fence__LandContour__nunique', 'Fence__Utilities__nunique', 'Fence__LotConfig__nunique', 'Fence__LandSlope__nunique', 'Fence__Neighborhood__nunique', 'Fence__Condition1__nunique', 'Fence__Condition2__nunique', 'Fence__BldgType__nunique', 'Fence__HouseStyle__nunique', 'Fence__OverallQual__mean', 'Fence__OverallQual__min', 'Fence__OverallQual__max', 'Fence__OverallQual__std', 'Fence__OverallCond__mean', 'Fence__OverallCond__min', 'Fence__OverallCond__max', 'Fence__OverallCond__std', 'Fence__YearBuilt__mean', 'Fence__YearBuilt__min', 'Fence__YearBuilt__max', 'Fence__YearBuilt__std', 'Fence__YearRemodAdd__mean', 'Fence__YearRemodAdd__min', 'Fence__YearRemodAdd__max', 'Fence__YearRemodAdd__std', 'Fence__RoofStyle__nunique', 'Fence__RoofMatl__nunique', 'Fence__Exterior1st__nunique', 'Fence__Exterior2nd__nunique', 'Fence__MasVnrType__nunique', 'Fence__MasVnrArea__mean', 'Fence__MasVnrArea__min', 'Fence__MasVnrArea__max', 'Fence__MasVnrArea__std', 'Fence__ExterQual__nunique', 'Fence__ExterCond__nunique', 'Fence__Foundation__nunique', 'Fence__BsmtQual__nunique', 'Fence__BsmtCond__nunique', 'Fence__BsmtExposure__nunique', 'Fence__BsmtFinType1__nunique', 'Fence__BsmtFinSF1__mean', 'Fence__BsmtFinSF1__min', 'Fence__BsmtFinSF1__max', 'Fence__BsmtFinSF1__std', 'Fence__BsmtFinType2__nunique', 'Fence__BsmtFinSF2__mean', 'Fence__BsmtFinSF2__min', 'Fence__BsmtFinSF2__max', 'Fence__BsmtFinSF2__std', 'Fence__BsmtUnfSF__mean', 'Fence__BsmtUnfSF__min', 'Fence__BsmtUnfSF__max', 'Fence__BsmtUnfSF__std', 'Fence__TotalBsmtSF__mean', 'Fence__TotalBsmtSF__min', 'Fence__TotalBsmtSF__max', 'Fence__TotalBsmtSF__std', 'Fence__Heating__nunique', 'Fence__HeatingQC__nunique', 'Fence__CentralAir__nunique', 'Fence__Electrical__nunique', 'Fence__1stFlrSF__mean', 'Fence__1stFlrSF__min', 'Fence__1stFlrSF__max', 'Fence__1stFlrSF__std', 'Fence__2ndFlrSF__mean', 'Fence__2ndFlrSF__min', 'Fence__2ndFlrSF__max', 'Fence__2ndFlrSF__std', 'Fence__LowQualFinSF__mean', 'Fence__LowQualFinSF__min', 'Fence__LowQualFinSF__max', 'Fence__LowQualFinSF__std', 'Fence__GrLivArea__mean', 'Fence__GrLivArea__min', 'Fence__GrLivArea__max', 'Fence__GrLivArea__std', 'Fence__BsmtFullBath__mean', 'Fence__BsmtFullBath__min', 'Fence__BsmtFullBath__max', 'Fence__BsmtFullBath__std', 'Fence__BsmtHalfBath__mean', 'Fence__BsmtHalfBath__min', 'Fence__BsmtHalfBath__max', 'Fence__BsmtHalfBath__std', 'Fence__FullBath__mean', 'Fence__FullBath__min', 'Fence__FullBath__max', 'Fence__FullBath__std', 'Fence__HalfBath__mean', 'Fence__HalfBath__min', 'Fence__HalfBath__max', 'Fence__HalfBath__std', 'Fence__BedroomAbvGr__mean', 'Fence__BedroomAbvGr__min', 'Fence__BedroomAbvGr__max', 'Fence__BedroomAbvGr__std', 'Fence__KitchenAbvGr__mean', 'Fence__KitchenAbvGr__min', 'Fence__KitchenAbvGr__max', 'Fence__KitchenAbvGr__std', 'Fence__KitchenQual__nunique', 'Fence__TotRmsAbvGrd__mean', 'Fence__TotRmsAbvGrd__min', 'Fence__TotRmsAbvGrd__max', 'Fence__TotRmsAbvGrd__std', 'Fence__Functional__nunique', 'Fence__Fireplaces__mean', 'Fence__Fireplaces__min', 'Fence__Fireplaces__max', 'Fence__Fireplaces__std', 'Fence__FireplaceQu__nunique', 'Fence__GarageType__nunique', 'Fence__GarageYrBlt__mean', 'Fence__GarageYrBlt__min', 'Fence__GarageYrBlt__max', 'Fence__GarageYrBlt__std', 'Fence__GarageFinish__nunique', 'Fence__GarageCars__mean', 'Fence__GarageCars__min', 'Fence__GarageCars__max', 'Fence__GarageCars__std', 'Fence__GarageArea__mean', 'Fence__GarageArea__min', 'Fence__GarageArea__max', 'Fence__GarageArea__std', 'Fence__GarageQual__nunique', 'Fence__GarageCond__nunique', 'Fence__PavedDrive__nunique', 'Fence__WoodDeckSF__mean', 'Fence__WoodDeckSF__min', 'Fence__WoodDeckSF__max', 'Fence__WoodDeckSF__std', 'Fence__OpenPorchSF__mean', 'Fence__OpenPorchSF__min', 'Fence__OpenPorchSF__max', 'Fence__OpenPorchSF__std', 'Fence__EnclosedPorch__mean', 'Fence__EnclosedPorch__min', 'Fence__EnclosedPorch__max', 'Fence__EnclosedPorch__std', 'Fence__3SsnPorch__mean', 'Fence__3SsnPorch__min', 'Fence__3SsnPorch__max', 'Fence__3SsnPorch__std', 'Fence__ScreenPorch__mean', 'Fence__ScreenPorch__min', 'Fence__ScreenPorch__max', 'Fence__ScreenPorch__std', 'Fence__PoolArea__mean', 'Fence__PoolArea__min', 'Fence__PoolArea__max', 'Fence__PoolArea__std', 'Fence__PoolQC__nunique', 'Fence__MiscFeature__nunique', 'Fence__MiscVal__mean', 'Fence__MiscVal__min', 'Fence__MiscVal__max', 'Fence__MiscVal__std', 'Fence__MoSold__mean', 'Fence__MoSold__min', 'Fence__MoSold__max', 'Fence__MoSold__std', 'Fence__YrSold__mean', 'Fence__YrSold__min', 'Fence__YrSold__max', 'Fence__YrSold__std', 'Fence__SaleType__nunique', 'Fence__SaleCondition__nunique', 'MiscFeature__MSSubClass__mean', 'MiscFeature__MSSubClass__min', 'MiscFeature__MSSubClass__max', 'MiscFeature__MSSubClass__std', 'MiscFeature__MSZoning__nunique', 'MiscFeature__LotFrontage__mean', 'MiscFeature__LotFrontage__min', 'MiscFeature__LotFrontage__max', 'MiscFeature__LotFrontage__std', 'MiscFeature__LotArea__mean', 'MiscFeature__LotArea__min', 'MiscFeature__LotArea__max', 'MiscFeature__LotArea__std', 'MiscFeature__Street__nunique', 'MiscFeature__Alley__nunique', 'MiscFeature__LotShape__nunique', 'MiscFeature__LandContour__nunique', 'MiscFeature__Utilities__nunique', 'MiscFeature__LotConfig__nunique', 'MiscFeature__LandSlope__nunique', 'MiscFeature__Neighborhood__nunique', 'MiscFeature__Condition1__nunique', 'MiscFeature__Condition2__nunique', 'MiscFeature__BldgType__nunique', 'MiscFeature__HouseStyle__nunique', 'MiscFeature__OverallQual__mean', 'MiscFeature__OverallQual__min', 'MiscFeature__OverallQual__max', 'MiscFeature__OverallQual__std', 'MiscFeature__OverallCond__mean', 'MiscFeature__OverallCond__min', 'MiscFeature__OverallCond__max', 'MiscFeature__OverallCond__std', 'MiscFeature__YearBuilt__mean', 'MiscFeature__YearBuilt__min', 'MiscFeature__YearBuilt__max', 'MiscFeature__YearBuilt__std', 'MiscFeature__YearRemodAdd__mean', 'MiscFeature__YearRemodAdd__min', 'MiscFeature__YearRemodAdd__max', 'MiscFeature__YearRemodAdd__std', 'MiscFeature__RoofStyle__nunique', 'MiscFeature__RoofMatl__nunique', 'MiscFeature__Exterior1st__nunique', 'MiscFeature__Exterior2nd__nunique', 'MiscFeature__MasVnrType__nunique', 'MiscFeature__MasVnrArea__mean', 'MiscFeature__MasVnrArea__min', 'MiscFeature__MasVnrArea__max', 'MiscFeature__MasVnrArea__std', 'MiscFeature__ExterQual__nunique', 'MiscFeature__ExterCond__nunique', 'MiscFeature__Foundation__nunique', 'MiscFeature__BsmtQual__nunique', 'MiscFeature__BsmtCond__nunique', 'MiscFeature__BsmtExposure__nunique', 'MiscFeature__BsmtFinType1__nunique', 'MiscFeature__BsmtFinSF1__mean', 'MiscFeature__BsmtFinSF1__min', 'MiscFeature__BsmtFinSF1__max', 'MiscFeature__BsmtFinSF1__std', 'MiscFeature__BsmtFinType2__nunique', 'MiscFeature__BsmtFinSF2__mean', 'MiscFeature__BsmtFinSF2__min', 'MiscFeature__BsmtFinSF2__max', 'MiscFeature__BsmtFinSF2__std', 'MiscFeature__BsmtUnfSF__mean', 'MiscFeature__BsmtUnfSF__min', 'MiscFeature__BsmtUnfSF__max', 'MiscFeature__BsmtUnfSF__std', 'MiscFeature__TotalBsmtSF__mean', 'MiscFeature__TotalBsmtSF__min', 'MiscFeature__TotalBsmtSF__max', 'MiscFeature__TotalBsmtSF__std', 'MiscFeature__Heating__nunique', 'MiscFeature__HeatingQC__nunique', 'MiscFeature__CentralAir__nunique', 'MiscFeature__Electrical__nunique', 'MiscFeature__1stFlrSF__mean', 'MiscFeature__1stFlrSF__min', 'MiscFeature__1stFlrSF__max', 'MiscFeature__1stFlrSF__std', 'MiscFeature__2ndFlrSF__mean', 'MiscFeature__2ndFlrSF__min', 'MiscFeature__2ndFlrSF__max', 'MiscFeature__2ndFlrSF__std', 'MiscFeature__LowQualFinSF__mean', 'MiscFeature__LowQualFinSF__min', 'MiscFeature__LowQualFinSF__max', 'MiscFeature__LowQualFinSF__std', 'MiscFeature__GrLivArea__mean', 'MiscFeature__GrLivArea__min', 'MiscFeature__GrLivArea__max', 'MiscFeature__GrLivArea__std', 'MiscFeature__BsmtFullBath__mean', 'MiscFeature__BsmtFullBath__min', 'MiscFeature__BsmtFullBath__max', 'MiscFeature__BsmtFullBath__std', 'MiscFeature__BsmtHalfBath__mean', 'MiscFeature__BsmtHalfBath__min', 'MiscFeature__BsmtHalfBath__max', 'MiscFeature__BsmtHalfBath__std', 'MiscFeature__FullBath__mean', 'MiscFeature__FullBath__min', 'MiscFeature__FullBath__max', 'MiscFeature__FullBath__std', 'MiscFeature__HalfBath__mean', 'MiscFeature__HalfBath__min', 'MiscFeature__HalfBath__max', 'MiscFeature__HalfBath__std', 'MiscFeature__BedroomAbvGr__mean', 'MiscFeature__BedroomAbvGr__min', 'MiscFeature__BedroomAbvGr__max', 'MiscFeature__BedroomAbvGr__std', 'MiscFeature__KitchenAbvGr__mean', 'MiscFeature__KitchenAbvGr__min', 'MiscFeature__KitchenAbvGr__max', 'MiscFeature__KitchenAbvGr__std', 'MiscFeature__KitchenQual__nunique', 'MiscFeature__TotRmsAbvGrd__mean', 'MiscFeature__TotRmsAbvGrd__min', 'MiscFeature__TotRmsAbvGrd__max', 'MiscFeature__TotRmsAbvGrd__std', 'MiscFeature__Functional__nunique', 'MiscFeature__Fireplaces__mean', 'MiscFeature__Fireplaces__min', 'MiscFeature__Fireplaces__max', 'MiscFeature__Fireplaces__std', 'MiscFeature__FireplaceQu__nunique', 'MiscFeature__GarageType__nunique', 'MiscFeature__GarageYrBlt__mean', 'MiscFeature__GarageYrBlt__min', 'MiscFeature__GarageYrBlt__max', 'MiscFeature__GarageYrBlt__std', 'MiscFeature__GarageFinish__nunique', 'MiscFeature__GarageCars__mean', 'MiscFeature__GarageCars__min', 'MiscFeature__GarageCars__max', 'MiscFeature__GarageCars__std', 'MiscFeature__GarageArea__mean', 'MiscFeature__GarageArea__min', 'MiscFeature__GarageArea__max', 'MiscFeature__GarageArea__std', 'MiscFeature__GarageQual__nunique', 'MiscFeature__GarageCond__nunique', 'MiscFeature__PavedDrive__nunique', 'MiscFeature__WoodDeckSF__mean', 'MiscFeature__WoodDeckSF__min', 'MiscFeature__WoodDeckSF__max', 'MiscFeature__WoodDeckSF__std', 'MiscFeature__OpenPorchSF__mean', 'MiscFeature__OpenPorchSF__min', 'MiscFeature__OpenPorchSF__max', 'MiscFeature__OpenPorchSF__std', 'MiscFeature__EnclosedPorch__mean', 'MiscFeature__EnclosedPorch__min', 'MiscFeature__EnclosedPorch__max', 'MiscFeature__EnclosedPorch__std', 'MiscFeature__3SsnPorch__mean', 'MiscFeature__3SsnPorch__min', 'MiscFeature__3SsnPorch__max', 'MiscFeature__3SsnPorch__std', 'MiscFeature__ScreenPorch__mean', 'MiscFeature__ScreenPorch__min', 'MiscFeature__ScreenPorch__max', 'MiscFeature__ScreenPorch__std', 'MiscFeature__PoolArea__mean', 'MiscFeature__PoolArea__min', 'MiscFeature__PoolArea__max', 'MiscFeature__PoolArea__std', 'MiscFeature__PoolQC__nunique', 'MiscFeature__Fence__nunique', 'MiscFeature__MiscVal__mean', 'MiscFeature__MiscVal__min', 'MiscFeature__MiscVal__max', 'MiscFeature__MiscVal__std', 'MiscFeature__MoSold__mean', 'MiscFeature__MoSold__min', 'MiscFeature__MoSold__max', 'MiscFeature__MoSold__std', 'MiscFeature__YrSold__mean', 'MiscFeature__YrSold__min', 'MiscFeature__YrSold__max', 'MiscFeature__YrSold__std', 'MiscFeature__SaleType__nunique', 'MiscFeature__SaleCondition__nunique', 'SaleType__MSSubClass__mean', 'SaleType__MSSubClass__min', 'SaleType__MSSubClass__max', 'SaleType__MSSubClass__std', 'SaleType__MSZoning__nunique', 'SaleType__LotFrontage__mean', 'SaleType__LotFrontage__min', 'SaleType__LotFrontage__max', 'SaleType__LotFrontage__std', 'SaleType__LotArea__mean', 'SaleType__LotArea__min', 'SaleType__LotArea__max', 'SaleType__LotArea__std', 'SaleType__Street__nunique', 'SaleType__Alley__nunique', 'SaleType__LotShape__nunique', 'SaleType__LandContour__nunique', 'SaleType__Utilities__nunique', 'SaleType__LotConfig__nunique', 'SaleType__LandSlope__nunique', 'SaleType__Neighborhood__nunique', 'SaleType__Condition1__nunique', 'SaleType__Condition2__nunique', 'SaleType__BldgType__nunique', 'SaleType__HouseStyle__nunique', 'SaleType__OverallQual__mean', 'SaleType__OverallQual__min', 'SaleType__OverallQual__max', 'SaleType__OverallQual__std', 'SaleType__OverallCond__mean', 'SaleType__OverallCond__min', 'SaleType__OverallCond__max', 'SaleType__OverallCond__std', 'SaleType__YearBuilt__mean', 'SaleType__YearBuilt__min', 'SaleType__YearBuilt__max', 'SaleType__YearBuilt__std', 'SaleType__YearRemodAdd__mean', 'SaleType__YearRemodAdd__min', 'SaleType__YearRemodAdd__max', 'SaleType__YearRemodAdd__std', 'SaleType__RoofStyle__nunique', 'SaleType__RoofMatl__nunique', 'SaleType__Exterior1st__nunique', 'SaleType__Exterior2nd__nunique', 'SaleType__MasVnrType__nunique', 'SaleType__MasVnrArea__mean', 'SaleType__MasVnrArea__min', 'SaleType__MasVnrArea__max', 'SaleType__MasVnrArea__std', 'SaleType__ExterQual__nunique', 'SaleType__ExterCond__nunique', 'SaleType__Foundation__nunique', 'SaleType__BsmtQual__nunique', 'SaleType__BsmtCond__nunique', 'SaleType__BsmtExposure__nunique', 'SaleType__BsmtFinType1__nunique', 'SaleType__BsmtFinSF1__mean', 'SaleType__BsmtFinSF1__min', 'SaleType__BsmtFinSF1__max', 'SaleType__BsmtFinSF1__std', 'SaleType__BsmtFinType2__nunique', 'SaleType__BsmtFinSF2__mean', 'SaleType__BsmtFinSF2__min', 'SaleType__BsmtFinSF2__max', 'SaleType__BsmtFinSF2__std', 'SaleType__BsmtUnfSF__mean', 'SaleType__BsmtUnfSF__min', 'SaleType__BsmtUnfSF__max', 'SaleType__BsmtUnfSF__std', 'SaleType__TotalBsmtSF__mean', 'SaleType__TotalBsmtSF__min', 'SaleType__TotalBsmtSF__max', 'SaleType__TotalBsmtSF__std', 'SaleType__Heating__nunique', 'SaleType__HeatingQC__nunique', 'SaleType__CentralAir__nunique', 'SaleType__Electrical__nunique', 'SaleType__1stFlrSF__mean', 'SaleType__1stFlrSF__min', 'SaleType__1stFlrSF__max', 'SaleType__1stFlrSF__std', 'SaleType__2ndFlrSF__mean', 'SaleType__2ndFlrSF__min', 'SaleType__2ndFlrSF__max', 'SaleType__2ndFlrSF__std', 'SaleType__LowQualFinSF__mean', 'SaleType__LowQualFinSF__min', 'SaleType__LowQualFinSF__max', 'SaleType__LowQualFinSF__std', 'SaleType__GrLivArea__mean', 'SaleType__GrLivArea__min', 'SaleType__GrLivArea__max', 'SaleType__GrLivArea__std', 'SaleType__BsmtFullBath__mean', 'SaleType__BsmtFullBath__min', 'SaleType__BsmtFullBath__max', 'SaleType__BsmtFullBath__std', 'SaleType__BsmtHalfBath__mean', 'SaleType__BsmtHalfBath__min', 'SaleType__BsmtHalfBath__max', 'SaleType__BsmtHalfBath__std', 'SaleType__FullBath__mean', 'SaleType__FullBath__min', 'SaleType__FullBath__max', 'SaleType__FullBath__std', 'SaleType__HalfBath__mean', 'SaleType__HalfBath__min', 'SaleType__HalfBath__max', 'SaleType__HalfBath__std', 'SaleType__BedroomAbvGr__mean', 'SaleType__BedroomAbvGr__min', 'SaleType__BedroomAbvGr__max', 'SaleType__BedroomAbvGr__std', 'SaleType__KitchenAbvGr__mean', 'SaleType__KitchenAbvGr__min', 'SaleType__KitchenAbvGr__max', 'SaleType__KitchenAbvGr__std', 'SaleType__KitchenQual__nunique', 'SaleType__TotRmsAbvGrd__mean', 'SaleType__TotRmsAbvGrd__min', 'SaleType__TotRmsAbvGrd__max', 'SaleType__TotRmsAbvGrd__std', 'SaleType__Functional__nunique', 'SaleType__Fireplaces__mean', 'SaleType__Fireplaces__min', 'SaleType__Fireplaces__max', 'SaleType__Fireplaces__std', 'SaleType__FireplaceQu__nunique', 'SaleType__GarageType__nunique', 'SaleType__GarageYrBlt__mean', 'SaleType__GarageYrBlt__min', 'SaleType__GarageYrBlt__max', 'SaleType__GarageYrBlt__std', 'SaleType__GarageFinish__nunique', 'SaleType__GarageCars__mean', 'SaleType__GarageCars__min', 'SaleType__GarageCars__max', 'SaleType__GarageCars__std', 'SaleType__GarageArea__mean', 'SaleType__GarageArea__min', 'SaleType__GarageArea__max', 'SaleType__GarageArea__std', 'SaleType__GarageQual__nunique', 'SaleType__GarageCond__nunique', 'SaleType__PavedDrive__nunique', 'SaleType__WoodDeckSF__mean', 'SaleType__WoodDeckSF__min', 'SaleType__WoodDeckSF__max', 'SaleType__WoodDeckSF__std', 'SaleType__OpenPorchSF__mean', 'SaleType__OpenPorchSF__min', 'SaleType__OpenPorchSF__max', 'SaleType__OpenPorchSF__std', 'SaleType__EnclosedPorch__mean', 'SaleType__EnclosedPorch__min', 'SaleType__EnclosedPorch__max', 'SaleType__EnclosedPorch__std', 'SaleType__3SsnPorch__mean', 'SaleType__3SsnPorch__min', 'SaleType__3SsnPorch__max', 'SaleType__3SsnPorch__std', 'SaleType__ScreenPorch__mean', 'SaleType__ScreenPorch__min', 'SaleType__ScreenPorch__max', 'SaleType__ScreenPorch__std', 'SaleType__PoolArea__mean', 'SaleType__PoolArea__min', 'SaleType__PoolArea__max', 'SaleType__PoolArea__std', 'SaleType__PoolQC__nunique', 'SaleType__Fence__nunique', 'SaleType__MiscFeature__nunique', 'SaleType__MiscVal__mean', 'SaleType__MiscVal__min', 'SaleType__MiscVal__max', 'SaleType__MiscVal__std', 'SaleType__MoSold__mean', 'SaleType__MoSold__min', 'SaleType__MoSold__max', 'SaleType__MoSold__std', 'SaleType__YrSold__mean', 'SaleType__YrSold__min', 'SaleType__YrSold__max', 'SaleType__YrSold__std', 'SaleType__SaleCondition__nunique', 'SaleCondition__MSSubClass__mean', 'SaleCondition__MSSubClass__min', 'SaleCondition__MSSubClass__max', 'SaleCondition__MSSubClass__std', 'SaleCondition__MSZoning__nunique', 'SaleCondition__LotFrontage__mean', 'SaleCondition__LotFrontage__min', 'SaleCondition__LotFrontage__max', 'SaleCondition__LotFrontage__std', 'SaleCondition__LotArea__mean', 'SaleCondition__LotArea__min', 'SaleCondition__LotArea__max', 'SaleCondition__LotArea__std', 'SaleCondition__Street__nunique', 'SaleCondition__Alley__nunique', 'SaleCondition__LotShape__nunique', 'SaleCondition__LandContour__nunique', 'SaleCondition__Utilities__nunique', 'SaleCondition__LotConfig__nunique', 'SaleCondition__LandSlope__nunique', 'SaleCondition__Neighborhood__nunique', 'SaleCondition__Condition1__nunique', 'SaleCondition__Condition2__nunique', 'SaleCondition__BldgType__nunique', 'SaleCondition__HouseStyle__nunique', 'SaleCondition__OverallQual__mean', 'SaleCondition__OverallQual__min', 'SaleCondition__OverallQual__max', 'SaleCondition__OverallQual__std', 'SaleCondition__OverallCond__mean', 'SaleCondition__OverallCond__min', 'SaleCondition__OverallCond__max', 'SaleCondition__OverallCond__std', 'SaleCondition__YearBuilt__mean', 'SaleCondition__YearBuilt__min', 'SaleCondition__YearBuilt__max', 'SaleCondition__YearBuilt__std', 'SaleCondition__YearRemodAdd__mean', 'SaleCondition__YearRemodAdd__min', 'SaleCondition__YearRemodAdd__max', 'SaleCondition__YearRemodAdd__std', 'SaleCondition__RoofStyle__nunique', 'SaleCondition__RoofMatl__nunique', 'SaleCondition__Exterior1st__nunique', 'SaleCondition__Exterior2nd__nunique', 'SaleCondition__MasVnrType__nunique', 'SaleCondition__MasVnrArea__mean', 'SaleCondition__MasVnrArea__min', 'SaleCondition__MasVnrArea__max', 'SaleCondition__MasVnrArea__std', 'SaleCondition__ExterQual__nunique', 'SaleCondition__ExterCond__nunique', 'SaleCondition__Foundation__nunique', 'SaleCondition__BsmtQual__nunique', 'SaleCondition__BsmtCond__nunique', 'SaleCondition__BsmtExposure__nunique', 'SaleCondition__BsmtFinType1__nunique', 'SaleCondition__BsmtFinSF1__mean', 'SaleCondition__BsmtFinSF1__min', 'SaleCondition__BsmtFinSF1__max', 'SaleCondition__BsmtFinSF1__std', 'SaleCondition__BsmtFinType2__nunique', 'SaleCondition__BsmtFinSF2__mean', 'SaleCondition__BsmtFinSF2__min', 'SaleCondition__BsmtFinSF2__max', 'SaleCondition__BsmtFinSF2__std', 'SaleCondition__BsmtUnfSF__mean', 'SaleCondition__BsmtUnfSF__min', 'SaleCondition__BsmtUnfSF__max', 'SaleCondition__BsmtUnfSF__std', 'SaleCondition__TotalBsmtSF__mean', 'SaleCondition__TotalBsmtSF__min', 'SaleCondition__TotalBsmtSF__max', 'SaleCondition__TotalBsmtSF__std', 'SaleCondition__Heating__nunique', 'SaleCondition__HeatingQC__nunique', 'SaleCondition__CentralAir__nunique', 'SaleCondition__Electrical__nunique', 'SaleCondition__1stFlrSF__mean', 'SaleCondition__1stFlrSF__min', 'SaleCondition__1stFlrSF__max', 'SaleCondition__1stFlrSF__std', 'SaleCondition__2ndFlrSF__mean', 'SaleCondition__2ndFlrSF__min', 'SaleCondition__2ndFlrSF__max', 'SaleCondition__2ndFlrSF__std', 'SaleCondition__LowQualFinSF__mean', 'SaleCondition__LowQualFinSF__min', 'SaleCondition__LowQualFinSF__max', 'SaleCondition__LowQualFinSF__std', 'SaleCondition__GrLivArea__mean', 'SaleCondition__GrLivArea__min', 'SaleCondition__GrLivArea__max', 'SaleCondition__GrLivArea__std', 'SaleCondition__BsmtFullBath__mean', 'SaleCondition__BsmtFullBath__min', 'SaleCondition__BsmtFullBath__max', 'SaleCondition__BsmtFullBath__std', 'SaleCondition__BsmtHalfBath__mean', 'SaleCondition__BsmtHalfBath__min', 'SaleCondition__BsmtHalfBath__max', 'SaleCondition__BsmtHalfBath__std', 'SaleCondition__FullBath__mean', 'SaleCondition__FullBath__min', 'SaleCondition__FullBath__max', 'SaleCondition__FullBath__std', 'SaleCondition__HalfBath__mean', 'SaleCondition__HalfBath__min', 'SaleCondition__HalfBath__max', 'SaleCondition__HalfBath__std', 'SaleCondition__BedroomAbvGr__mean', 'SaleCondition__BedroomAbvGr__min', 'SaleCondition__BedroomAbvGr__max', 'SaleCondition__BedroomAbvGr__std', 'SaleCondition__KitchenAbvGr__mean', 'SaleCondition__KitchenAbvGr__min', 'SaleCondition__KitchenAbvGr__max', 'SaleCondition__KitchenAbvGr__std', 'SaleCondition__KitchenQual__nunique', 'SaleCondition__TotRmsAbvGrd__mean', 'SaleCondition__TotRmsAbvGrd__min', 'SaleCondition__TotRmsAbvGrd__max', 'SaleCondition__TotRmsAbvGrd__std', 'SaleCondition__Functional__nunique', 'SaleCondition__Fireplaces__mean', 'SaleCondition__Fireplaces__min', 'SaleCondition__Fireplaces__max', 'SaleCondition__Fireplaces__std', 'SaleCondition__FireplaceQu__nunique', 'SaleCondition__GarageType__nunique', 'SaleCondition__GarageYrBlt__mean', 'SaleCondition__GarageYrBlt__min', 'SaleCondition__GarageYrBlt__max', 'SaleCondition__GarageYrBlt__std', 'SaleCondition__GarageFinish__nunique', 'SaleCondition__GarageCars__mean', 'SaleCondition__GarageCars__min', 'SaleCondition__GarageCars__max', 'SaleCondition__GarageCars__std', 'SaleCondition__GarageArea__mean', 'SaleCondition__GarageArea__min', 'SaleCondition__GarageArea__max', 'SaleCondition__GarageArea__std', 'SaleCondition__GarageQual__nunique', 'SaleCondition__GarageCond__nunique', 'SaleCondition__PavedDrive__nunique', 'SaleCondition__WoodDeckSF__mean', 'SaleCondition__WoodDeckSF__min', 'SaleCondition__WoodDeckSF__max', 'SaleCondition__WoodDeckSF__std', 'SaleCondition__OpenPorchSF__mean', 'SaleCondition__OpenPorchSF__min', 'SaleCondition__OpenPorchSF__max', 'SaleCondition__OpenPorchSF__std', 'SaleCondition__EnclosedPorch__mean', 'SaleCondition__EnclosedPorch__min', 'SaleCondition__EnclosedPorch__max', 'SaleCondition__EnclosedPorch__std', 'SaleCondition__3SsnPorch__mean', 'SaleCondition__3SsnPorch__min', 'SaleCondition__3SsnPorch__max', 'SaleCondition__3SsnPorch__std', 'SaleCondition__ScreenPorch__mean', 'SaleCondition__ScreenPorch__min', 'SaleCondition__ScreenPorch__max', 'SaleCondition__ScreenPorch__std', 'SaleCondition__PoolArea__mean', 'SaleCondition__PoolArea__min', 'SaleCondition__PoolArea__max', 'SaleCondition__PoolArea__std', 'SaleCondition__PoolQC__nunique', 'SaleCondition__Fence__nunique', 'SaleCondition__MiscFeature__nunique', 'SaleCondition__MiscVal__mean', 'SaleCondition__MiscVal__min', 'SaleCondition__MiscVal__max', 'SaleCondition__MiscVal__std', 'SaleCondition__MoSold__mean', 'SaleCondition__MoSold__min', 'SaleCondition__MoSold__max', 'SaleCondition__MoSold__std', 'SaleCondition__YrSold__mean', 'SaleCondition__YrSold__min', 'SaleCondition__YrSold__max', 'SaleCondition__YrSold__std', 'SaleCondition__SaleType__nunique']\n",
      "   INFO ->  start training model\n",
      "   INFO ->  (1460, 9922)\n",
      "   INFO ->  [+]tuning params\n",
      "\u001b[32m[I 2021-08-27 15:52:41,782]\u001b[0m A new study created in memory with name: LgbRegressor\u001b[0m\n",
      "\u001b[32m[I 2021-08-27 16:05:43,174]\u001b[0m Trial 0 finished with value: 721954660.2303488 and parameters: {'num_leaves': 402, 'num_boost_round': 1206, 'max_depth': 9}. Best is trial 0 with value: 721954660.2303488.\u001b[0m\n",
      "   INFO ->  Number of finished trials: 1\n",
      "   INFO ->  Best trial:\n",
      "   INFO ->  \tValue: 721954660.2303488\n",
      "   INFO ->  \tParams: \n",
      "   INFO ->  \t\tnum_leaves: 402\n",
      "   INFO ->  \t\tnum_boost_round: 1206\n",
      "   INFO ->  \t\tmax_depth: 9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training on fold 1\n",
      "Training until validation scores don't improve for 150 rounds\n",
      "[100]\ttraining's l2: 1.53751e+09\tvalid_1's l2: 1.40679e+09\n",
      "[200]\ttraining's l2: 6.06656e+08\tvalid_1's l2: 6.58233e+08\n",
      "[300]\ttraining's l2: 3.78702e+08\tvalid_1's l2: 5.10553e+08\n",
      "[400]\ttraining's l2: 2.94204e+08\tvalid_1's l2: 4.80521e+08\n",
      "[500]\ttraining's l2: 2.47285e+08\tvalid_1's l2: 4.73756e+08\n",
      "[600]\ttraining's l2: 2.11277e+08\tvalid_1's l2: 4.70848e+08\n",
      "[700]\ttraining's l2: 1.83564e+08\tvalid_1's l2: 4.68563e+08\n",
      "[800]\ttraining's l2: 1.60106e+08\tvalid_1's l2: 4.68789e+08\n",
      "Early stopping, best iteration is:\n",
      "[674]\ttraining's l2: 1.89941e+08\tvalid_1's l2: 4.67709e+08\n",
      "MSE: 467709309.1281937\n",
      "Fold 1 finished in 0:10:13.677244\n",
      "Training on fold 2\n",
      "Training until validation scores don't improve for 150 rounds\n",
      "[100]\ttraining's l2: 1.47275e+09\tvalid_1's l2: 1.62318e+09\n",
      "[200]\ttraining's l2: 5.60895e+08\tvalid_1's l2: 9.66802e+08\n",
      "[300]\ttraining's l2: 3.42456e+08\tvalid_1's l2: 8.55489e+08\n",
      "[400]\ttraining's l2: 2.65046e+08\tvalid_1's l2: 8.50868e+08\n",
      "[500]\ttraining's l2: 2.23059e+08\tvalid_1's l2: 8.69102e+08\n",
      "Early stopping, best iteration is:\n",
      "[351]\ttraining's l2: 2.94753e+08\tvalid_1's l2: 8.49453e+08\n",
      "MSE: 849453429.3771528\n",
      "Fold 2 finished in 0:08:02.400539\n",
      "Training on fold 3\n",
      "Training until validation scores don't improve for 150 rounds\n",
      "[100]\ttraining's l2: 1.36914e+09\tvalid_1's l2: 2.58947e+09\n",
      "[200]\ttraining's l2: 5.21622e+08\tvalid_1's l2: 1.46656e+09\n",
      "[300]\ttraining's l2: 3.05223e+08\tvalid_1's l2: 1.10929e+09\n",
      "[400]\ttraining's l2: 2.33163e+08\tvalid_1's l2: 9.86836e+08\n",
      "[500]\ttraining's l2: 1.92398e+08\tvalid_1's l2: 9.24006e+08\n",
      "[600]\ttraining's l2: 1.62823e+08\tvalid_1's l2: 8.91818e+08\n",
      "[700]\ttraining's l2: 1.40357e+08\tvalid_1's l2: 8.74621e+08\n",
      "[800]\ttraining's l2: 1.22613e+08\tvalid_1's l2: 8.67641e+08\n",
      "[900]\ttraining's l2: 1.07859e+08\tvalid_1's l2: 8.69661e+08\n",
      "Early stopping, best iteration is:\n",
      "[796]\ttraining's l2: 1.23241e+08\tvalid_1's l2: 8.66899e+08\n",
      "MSE: 866898943.7009192\n",
      "Fold 3 finished in 0:11:15.219247\n",
      "Training on fold 4\n",
      "Training until validation scores don't improve for 150 rounds\n",
      "[100]\ttraining's l2: 1.43734e+09\tvalid_1's l2: 1.86459e+09\n",
      "[200]\ttraining's l2: 5.22591e+08\tvalid_1's l2: 1.13199e+09\n",
      "[300]\ttraining's l2: 3.05615e+08\tvalid_1's l2: 9.82003e+08\n",
      "[400]\ttraining's l2: 2.31141e+08\tvalid_1's l2: 9.37444e+08\n",
      "[500]\ttraining's l2: 1.91793e+08\tvalid_1's l2: 9.2586e+08\n",
      "[600]\ttraining's l2: 1.63798e+08\tvalid_1's l2: 9.24442e+08\n",
      "Early stopping, best iteration is:\n",
      "[525]\ttraining's l2: 1.83634e+08\tvalid_1's l2: 9.23192e+08\n",
      "MSE: 923192381.1893591\n",
      "Fold 4 finished in 0:00:09.705369\n",
      "Training on fold 5\n",
      "Training until validation scores don't improve for 150 rounds\n",
      "[100]\ttraining's l2: 1.50813e+09\tvalid_1's l2: 1.63436e+09\n",
      "[200]\ttraining's l2: 5.89101e+08\tvalid_1's l2: 7.91837e+08\n",
      "[300]\ttraining's l2: 3.68177e+08\tvalid_1's l2: 6.23495e+08\n",
      "[400]\ttraining's l2: 2.84303e+08\tvalid_1's l2: 5.83305e+08\n",
      "[500]\ttraining's l2: 2.36677e+08\tvalid_1's l2: 5.71423e+08\n",
      "[600]\ttraining's l2: 2.01073e+08\tvalid_1's l2: 5.63311e+08\n",
      "[700]\ttraining's l2: 1.71991e+08\tvalid_1's l2: 5.53466e+08\n",
      "[800]\ttraining's l2: 1.47616e+08\tvalid_1's l2: 5.54494e+08\n",
      "[900]\ttraining's l2: 1.28581e+08\tvalid_1's l2: 5.50329e+08\n",
      "[1000]\ttraining's l2: 1.12753e+08\tvalid_1's l2: 5.50976e+08\n",
      "[1100]\ttraining's l2: 9.91669e+07\tvalid_1's l2: 5.48066e+08\n",
      "[1200]\ttraining's l2: 8.73793e+07\tvalid_1's l2: 5.48263e+08\n",
      "Did not meet early stopping. Best iteration is:\n",
      "[1206]\ttraining's l2: 8.67718e+07\tvalid_1's l2: 5.48309e+08\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   INFO ->  (1460, 9922)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 548309190.1657227\n",
      "Fold 5 finished in 0:00:13.477927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   INFO ->  [+]tuning params\n",
      "\u001b[32m[I 2021-08-27 16:35:38,473]\u001b[0m A new study created in memory with name: XgbRegressor\u001b[0m\n",
      "\u001b[32m[I 2021-08-27 16:41:10,428]\u001b[0m Trial 0 finished with value: 27822.3515625 and parameters: {'max_depth': 13, 'subsample': 0.8, 'n_estimators': 1500, 'reg_alpha': 27, 'reg_lambda': 37, 'min_child_weight': 14}. Best is trial 0 with value: 27822.3515625.\u001b[0m\n",
      "\u001b[32m[I 2021-08-27 16:43:08,430]\u001b[0m Trial 1 finished with value: 34030.1796875 and parameters: {'max_depth': 11, 'subsample': 0.6, 'n_estimators': 700, 'reg_alpha': 16, 'reg_lambda': 70, 'min_child_weight': 8}. Best is trial 0 with value: 27822.3515625.\u001b[0m\n",
      "\u001b[32m[I 2021-08-27 16:54:00,717]\u001b[0m Trial 2 finished with value: 28425.2421875 and parameters: {'max_depth': 10, 'subsample': 0.8, 'n_estimators': 1900, 'reg_alpha': 7, 'reg_lambda': 63, 'min_child_weight': 6}. Best is trial 0 with value: 27822.3515625.\u001b[0m\n",
      "   INFO ->  Number of finished trials: 3\n",
      "   INFO ->  Best trial:\n",
      "   INFO ->  \tValue: 27822.3515625\n",
      "   INFO ->  \tParams: \n",
      "   INFO ->  \t\tmax_depth: 13\n",
      "   INFO ->  \t\tsubsample: 0.8\n",
      "   INFO ->  \t\tn_estimators: 1500\n",
      "   INFO ->  \t\treg_alpha: 27\n",
      "   INFO ->  \t\treg_lambda: 37\n",
      "   INFO ->  \t\tmin_child_weight: 14\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training on fold 1\n",
      "MSE: 29840.548828125\n",
      "Fold 1 finished in 0:07:50.131661\n",
      "Training on fold 2\n",
      "MSE: 20948.25\n",
      "Fold 2 finished in 0:07:38.974854\n",
      "Training on fold 3\n",
      "MSE: 30053.087890625\n",
      "Fold 3 finished in 0:07:46.082901\n",
      "Training on fold 4\n",
      "MSE: 31750.330078125\n",
      "Fold 4 finished in 0:07:44.040725\n",
      "Training on fold 5\n",
      "MSE: 33846.2265625\n",
      "Fold 5 finished in 0:07:41.087219\n",
      "Training on fold 6\n",
      "MSE: 18609.82421875\n",
      "Fold 6 finished in 0:07:41.422100\n",
      "Training on fold 7\n",
      "MSE: 19830.986328125\n",
      "Fold 7 finished in 0:07:41.692948\n",
      "Training on fold 8\n"
     ]
    }
   ],
   "source": [
    "sub = autox.get_submit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8f36152",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2021-08-27T07:54:34.831Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "sub_ens.to_csv(\"autox_0827_kaggle_house_price.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc70220d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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